{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "be792a9d",
   "metadata": {},
   "outputs": [],
   "source": [
    "import geopandas as gpd\n",
    "import pandas as pd\n",
    "import libpysal as lps\n",
    "import matplotlib.pyplot as plt\n",
    "import esda\n",
    "import matplotlib.ticker as ticker\n",
    "import datetime \n",
    "import numpy as np\n",
    "gdf = gpd.read_file('C:/Users/18295335197/Desktop/test/fix/湖北省乡镇街道每日病例.geojson')\n",
    "gdf.fillna(0,inplace=True)\n",
    "w_Queen = lps.weights.Queen.from_dataframe(gdf)\n",
    "w_Rook = lps.weights.Rook.from_dataframe(gdf)\n",
    "w_gaussian=lps.weights.Kernel.from_dataframe(gdf,function='gaussian',fixed=False,k=12)\n",
    "w_KNN=lps.weights.KNN.from_dataframe(gdf,k = 12)\n",
    "w_list=([w_Queen,w_Rook,w_gaussian,w_KNN])\n",
    "columns=['Queen','Rook','gaussian','KNN']\n",
    "list_moran=list()\n",
    "list_p=list()\n",
    "list_z=list()\n",
    "lag_list_moran=list()\n",
    "lag_list_p=list()\n",
    "lag_list_z=list()\n",
    "for w in w_list:\n",
    "    moran=list()\n",
    "    p=list()\n",
    "    z=list()\n",
    "    lag_moran=list()\n",
    "    lag_p=list()\n",
    "    lag_z=list()\n",
    "    c_list=list()\n",
    "    columns_list=list(gdf)[3:175]\n",
    "    for c in columns_list:\n",
    "        c=c[5:-9]\n",
    "        c_list.append(c)\n",
    "    for i in range (3,175):\n",
    "        y = gdf.iloc[:,i]\n",
    "        mi = esda.moran.Moran(y, w, transformation = \"r\")\n",
    "        moran.append( mi.I )\n",
    "        p.append( mi.p_sim )\n",
    "        z.append( mi.z_sim )\n",
    "        \n",
    "        \n",
    "        ylag = lps.weights.lag_spatial(w, y)\n",
    "        lag_mi = esda.moran.Moran(ylag, w, transformation = \"r\")\n",
    "        lag_moran.append( lag_mi.I )\n",
    "        lag_p.append( lag_mi.p_sim )\n",
    "        lag_z.append( lag_mi.z_sim )\n",
    "    list_moran.append(moran)\n",
    "    list_p.append(p)\n",
    "    list_z.append(z)\n",
    "    lag_list_moran.append(lag_moran)\n",
    "    lag_list_p.append(lag_p)\n",
    "    lag_list_z.append(lag_z)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "885a36f6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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dLyeNqEsOB466OjTBHYu6Ljoat5EjScq1uix1U3YWIan5bE4W2ExGav7zFt6nzSb+yy9wHzmSyOefQ+XlRe1/Pz6Rb0VhCCJJEvXffof7uHG4j5S/zF6zZ2PavbtLsW387TcMcSFU+wkivSNJDEik0lRJjUleQPS/5GKw2dr5hq15eUhmM4eCZNfL5vFanAZDn5btbVzzG7biYqJefgm/Zcsw7tjZo/WBFix5udSFugPwv8P/63BMy4KhOa17a92wcSOSWsWBOPlz6o5RAaNwSk6aLl2E16yZxLz9FtrISEoffoSiW25F5eVFxH/eYL1+J/Oi55EUmMSBICP2ykrstbU9fp8gRx8V3nAjxff8CUd9PbUffcTOREFQXFKvztNXnDSi7qirA6cTdSeWOoDHxImE5tVT1VSB2W4m880XsGrg/TNV/PrkWQz7/DOiX30VbZRsCai9vfFbci6Nv/yCQ6+EQSocjcNgoGHVKhpXr8aSmYn/sgtd+7xOm41ks2HctavDY+3V1Zj27CF/QiiB7oF4aDyYHjEdgLVFsgXvnpSE26hR6H/4wXWcJUu25PPDBCEeIawNKEMXH0/9/zoWz2Oh9sMP0cbE4LNoEZ5Tp+LQ67FkZffoWIfBgKOqmtJA2U+9On91h2HE7qOTAXrkgjFs/B39qAhMboIR/l371KG1LMiuMTpi338f77lziXj6aWyFhThNJmLefps9ogij3cj8mPmMChxFbqh807JkZPTofYJ8M6987nmETodx+3YKrr8BDE18NUfVo5tPf3DSiHpLaJQmqGOfOoBHSgoao5WoaiguTEO9ehNbJrgRP2wCu+w5eE6ceNQxfssuQrJaaVi1CvOhQ9T+97/K4qmCi7pPPqXkvvsp+dO9CJ0O33POAeC7rO+oGBGIcHPDsGlTh8ca1q8HSWLvKJ3LpZAcmEy8Xzw/5v7oGud3/vmY9+3HkisvPlpyc5GEoCwQFg1bRKPNgHrpYkx79rgE/3gw7duHac8eAq+5BqFW4zl1KkCPXRPmg/LiZ1aglVDPUCwOCytzj24Ar/b1RRsT062o2yorsWRmcniUF9He0XhpvbqdQ5BHEPF+8eyuaF1r8Joxnah//5th//0I91EjWVe0znUjHRUwioJQ+SZkzuh+cbuFxjVrMO3bR9hjj+I1ezaWjAzqZiZTENYzN1F/cPKIevNCZ2fuFwCPlAkAjCyRSP30FTR2J7Zli5gcNpmM2gysjqOjDNzHjMZt1Ciq336H/CuvouL/nkH/zTf98yYUhhymPXvQDosl8rlniX79ddR+fuwq38XjWx7nvcMf4zllCk2bt3R4bOOa39BGRrLPX++y6oQQnBt/LrsrdlNmkKM2fJcsAZWKhpWyMFpz8zAHe+PQaVgYK/e9LDotAbRayv/+Dxp+/RXJbj+m9yNJElWvvIrKxwe/ZXJNcl10FJrIiB6LuuH3jaDVsiVUz5yoOYwNGsvb+9/mvvX38eqeV8nT57nG9mSx1NS8CLw1oolRgaN6/F4mh01mT8UeHM7WJC7fs87EPTkZSZLYULyBGREzcFO7EeMTg93XE1OAJ5bM7i31ui++JGv+AkruuhtdQgL+y5YR8dQ/8D57MW/OaiQ5MPmoMiYnih6JuhBisRAiUwiRLYR4uIP91wshqoQQe5v/3dz3U+0aR7Ol3pX7RRcXh/DzZVQpuK3bQWG4hiVn3Mb44PHYnDYyalt/mSa7CUmSEELgf9Ey7GVluI8ahcfkyVQ8+xy2it5nwymcXEiShGnfPjynTMHv/PPxnnMaTsnJv3b9C5ArgnqddhrWnBxsZWU0rltH8d33IDmdSFYrTdu34zl/HqVNZe0e1c8ZLlv7q/Lk8qzasFDck5Mx7pHLAVjycqkOlYUoOUh2YWRKZYTeey/mw4cpuetuKp577pjeU+PPP9O0eTMh99yD2rvVIvaaOhXjrl09ekpt2rgRt8kTKUcuzXHnxDuJ8Ykhuz6bdw+8y/nfn8+DGx7EaDPiPno0tsJCCm+8kcMzZ3XozzbuTkV4uLPdu6LXot5oaySrPou0mrR2C7aH6w5T3lTOghg5M12tUpMYkEhpuK5bS93R2Ejl88+jCQwk+K47iXnrP5SZK7GH+JN6x3z26sq5bcJt3ZYD7y+67XwkhFADrwOLgGJgpxBiuSRJR95ev5Qk6c5+mGOPsNfIfwydRb+AbAV5pqQwf/8+RJ2e4PvuIsRvOF4a+Y93f9V+xoeMp9pUzSUrLiElJIUX5r1AwOWXow4IxGfRGdgrKsg9fykV//d/RP/75RPx1hQGKbaCAhz19XhMmODatjp/NQdrDjIueBwHqg9gmSwvlhk2bKDm3fewFRdjPngQyWpFMpmoHhOBzWAjOTDZdY4YnxgmhEzgm6xvOCf+HCK8I3AfO5aGVavk9Pu8fAomuxPnG4ePzoco7ygyazMJuvF5Aq+5mrLH/kr9F18SdPPNaENDe/ReJKsVS04OFf/3DO5jxhBwxeXt9ntMmYL+h+VYc3NxS0jo/DMpKZF974tvAFKJ9Y1ldtRsZkfNBqDKWMWXmV/yzoF3yGvI49+jbgLAdDANZ0MDDT/9ROBVV7U7pzF1N47kBOzqTEYF9FzUp4RNAeCH7B/4Pvt7zA4zr57+KqdFnca6onUIBHOi57jGjwwYyeGgdBK25eC0WlEdEVvfQv3/vsbZ1ET4P/6Ox5gx6C16lv7vDDw0HqhVapIDk094C7u29MRSnwZkS5KUK0mSFfgCWNq/0+o9jppqhFbbbZ1iz5QURJ28aON3zrkAhHmFEeoZyv5qOXTx/7b/H7XmWtYUruGl3S8hdDr8zluCWe0kz8dM4PXX0/jrr9gqKvr3TSkMKiS7vV0EiGmf3MjcIyXFte3DtA8Z4T+Ch6Y9BMABn3o0oaFUvvQytmK5PIVh/Qaatm0HIdgW1ohKqJgZ0b4eyG0TbqPaVM2y5ctYU7AGj3FjcTY2Yty5E8lkItPHQLxfPCCLUctTptBqCb7jdiSHg9oPPjzqPehX/kjd55+322YtLOTwjJnkXbgMe3094U8+eVTWo9f06a65d4WhOZyvdLxcm+VIF0SIZwh3TryT105/jczaTH7wzyXmvXcZsXYtbomJNKxo73t3GJqwZGRSlSivlfXGUg/3CifKO4pP0j9BIBjuN5x7193Lp+mf8kvBL4wLHkewR+sa3DCfYWQGWcBux9qmsUVbJJuN2o8/xnPaNDyao3d2le/C7DAT4xNDrbmWOyfeOWBWOvRM1KOAtimYxc3bjuQiIcR+IcTXQogOnUlCiFuFELuEELuqmsvk9hUtiUfdfZgtX0CPCRPQRbe+jQkhE9hYvJEHNz7IrwW/ctfEu7gi6Qo+OvSRq9fg2/vf5tKVl1K7MAWcTvTLl/fpe1AYvEhOJ7lLL6Di/55xbTPu3YvKy8tluRqsBjJqM1g0bBGjg0bjofFgT9VevGbPxqnX4z5hPB4TJ2LYsIGmbVtxHz2a9fpdjA0ei7+7f7vrzY6azTfnf0OMTwz/2PYPNMmyxa9fLldvLAx0ukQ9JTSF/IZ8Ko2yS1AXG4vfknOp++KLdu4MW0UlZX/9K5X/erGdz924YwdOo5HwJ58g4aef8Bg31rXP7rTz4IYHWes8hMfkydR9/nmXhcYMGzaijYkhz09uJ9eZX3lO9BxifWPJrDuM9+zZqL298D3vPLlcdptuSaZ9e8Hp5HCMGh+tD5FevYsomRwm1y1/YtYTvL3obaJ9ovnnjn+SVZd1VFHAGJ+YbhdLG37+GXtZGYHXX+/atq1sGx4aDz5c/CHbrtzG3Oi5vZpjX9NXC6UrgDhJksYDvwIfdTRIkqS3JUmaIknSlJCQkD66tExXiUdt8Rg/HrW/P/6XXtpu+50pdzI5bDK/FvzKmKAxXDfmOh6c+iAhHiF8l/UdkiTxc/7POCUnL5R9gsekSeh/+EGJhDlFMO7YiTUnh7ovv3Q9oZn27cNjwniXVbuvah9OycmksEloVVrGBY8jtSIV7/nzAQi5+268583DnJaGae8+VFPlvrmnRZ3W4TVb/NG15lq2u5ci3NxoXC3HopcGyf0BAGZHyq6NraWt2ZCBN92EZDK1i2+vevllJJMJp8HQrlaMKS0Nlbc3/pde2s7QAfnJ46f8n/g+63sCr7kGW3GxHLXTAQ6DgaZt2/CeM4diQwmB7oFdRqqMDBhJZm2rePqdK68ltCwIA5h2p4JKxfbAOhIDEnttAf9h/B94fu7znBV3FkEeQXx7/rf8fNHPvLXoLa5Ovrrd2BjfGMoCwanTdhjW6DA0UfnCv3BLSsJ7fmsz6e3l25kcNhmtWouHxqNX8+sPeiLqJUDb22108zYXkiTVSJLU0un1XaD/2np0gr2mukeirvLyInHzJvwvat9tfLj/cF5f+DqbLt/Eh4s/RKvSolFpOCvuLH4v+Z0d5TsoMZQwIWQC28u3UzE3GWt2jit8S+HkRv/DDwhPT3A6qf3gQ5xGI5bMw7i38afvrtiNWqgZHzwekGOlM+syUS2YxfCfVrEvDt7ybo5Zt9vJSfBEQuK0yI5FHWBW5CxCPUL5Nv8H3JOScDY14fByR++Ja3E1MSCRIPcgtpS2Rtm4JSaijYx01Qg3paWh//57/JaeD7SvcWJOO4T76NEIVXs5yK3P5c29b6IWavZX7cdr4QI0kRHUfvxJx5/Rd98jmc34XXghRY1FRHeTzj8qYBTFhmIMVgMA2qgoPKZMRv/Dcpeby5iaituoURwwZZMU2PtknljfWBbHL3a9FkIONZwVOQt3jXu7sdHe0ThVAsOwYIypR9eor3rl39grK4n425Ouz6qiqYI8fZ6rGNtgoCeivhNIFELECyF0wOVAO7+DECKizcvzgRNeMs5RXYO6i3DGtnRVJc1L69Xul33u8HOxOW08ueVJ1ELNywteJs43jtcD9yB0OsUFcwrgNBppXL0a33POxvfcc6j76iuKbr8DHA48J01yjUutTCU5MBlPrdzVZlLoJJySk/1V+3GLj+eDgx/whX0rIjQYtFrWBZQR4BbAmODOS7FqVBqWjljKppJNSEnDAWiM8EOt0hDiIT/tqoSKmZEz2Vq6Facki6EQAs+ZM2jasVP2r3/4ESpvb8IefRTdiASM23cAso/YkpHRYTnY53Y+h4fWg7sm3kWjrZGCpmICr7wS47Ztrpj5FiSnk7pPP5VdTOPGUtRYRKxPbJefa4t/PLu+Nakp4PIrsObn0/jrGqzFJZhSU3FOSMJkNzEyoH/T7j21noR4hJCdEoz5wAGs+fmufebMTOo++RT/yy9rtzC+o1z+HFuSxgYD3Yq6JEl24E5gNbJYfyVJUpoQ4u9CiPObh90thEgTQuwD7gau768Jd4StokJ2v/SxSwdgTNAYYnxiKDYUMy18GsEewSwdsZQ9psNop6Rg3L69z6+pMLho/O03nEYj/kuXEnzLLUhmM5asLEIfegiv02Qr2+qwcrD6IBPDWhPYUkJT8NZ6szx3OdWmanZW7AQh0F8wB/9LL2Fz7W5mRMzosjY4wAUjLsApOTkQLJcFqA51I8wzrF3T9VmRs6iz1LULy/WaMQOnXo8pNZXGNWvwPfts1L6+eE2fgXH3blfEi2S1HiXqpYZStpRu4aqkq1y+531V+/A580zg6ESkpi1bsebnE3jVVVgdVsqbyruN026JZGnrgvE9ezG6uDiq33iDimeeAbWasvPk5KcE/86jbvqKGJ8Yto7RyL+nNou2Ne++h8rdndA//and+G1l2whwC+j3G05v6JFPXZKkVZIkjZQkKUGSpKebtz0uSdLy5v8/IknSGEmSJkiStECSpJ7n2fYBFU89jdBo8F+2rPvBvUQIwdnxcj32RXGLgNZQqar4ACzZ2cfcmkthaFD/zbeya2DyZNwSExn+40pGrPmVoBuux+KwsLN8J/ur9mNxWJgU2mq5e2o9WTpiKavzV/NV5lcuKzp1YQzivluoMlUxIXRCZ5d1Eesby3C/4aQGNABQHCgR7tW+88/MSDl6ZnNJawExz+aIlfL/ewbJZHK5XjynT0MymTAdPIi5ufSt+5jR7c63ImcFEhLnjzifON84fHW+7KvahzYmBnVgYLu+qNaCAqpefhl1UBA+ixdT2FCIhNStqId7heOj8yGzrlXUhVpN8G1/xJKZieG33wi+7Tay3eoB2UXa38T4xJCuqsBzxnT0K1YgSRK2igoafvoJ/0suRu3nB4DNaePNvW+yKncVs6JmdXtjPpEMnpkcI41r19L4668E33EHutiuH/eOlctGXcbShKUsjpN9c2OCx+Ch8eBgqBWcTkyKX/2kxXz4MMZt2/C/7DKXH9UtPh6Vh7wg9mXml9y4+kb+8OsfgNaaIy1cNuoy7E47b+1/i+F+w4n1ieVw7WEOVB8AcPnfuyPON449XlWEP/kEv42TiPCOaLc/2COY8SHjeX3v6zy26TFqzbVoQ0PRJSRgSU+Xb0rNriLPqVNBCAy//445LQ2Vl1e7krCSJPFDzg9MDZ9KlHcUKqFifMh49lXtQwiBR0oKpj17ALm/Z86S87Dk5hL28MOodDpXav644HFdvichBKMCRrUTdQDfc89FFx+Pbvhwgq6/jlx9LsEewfjqfHv0WR0Psb6xVJoq8Th3MbbCQky7d1P3yafgdBJwzTWucU9sfoI39r3BWfFn8ci0R/p9Xr1hyIt61SuvohuRQNAN1/fbNUI9Q3nqtKfw0ckx8FqVlomhE1nn01ztcf++fru2wsBS9/EnCHd3uVpiB+yr2keQexApoSnMj55PkEf7dZ14v3hmRszEKTk5K+4sRgWO4nDdYQ5UHUCr0vY47jrOL45CQxFelywjR1R3GNr37wX/5srkK/kx70de2yO30vOaIS/g+Z5/nityRBMQgNfs2dS8/Q4NP68+apF0T+UeihqLWJrQmo4yPmQ8OfU5NFob8UhJwZqfj722lqrXXsc9OZkRq3/G77wlgBwNEuYZ5orO6YqkwCSy6rJcTzEAQqMh7vPPiPvqS4ROR259LsP9+t9Kh9YQzPoZSai8vCi49jpqPvwQn0WL0EXLC7+59bmszF3JdaOv459z/omfm98JmVtPGdKi7tDrsWRk4HfuuQjt0T1L+5Op4VPZb8tHHRPtSkJROLmw19WhX74cv/POQxMQ0OGYtOo0poRP4b2z3uPVha92OOb6sdfjofHgnPhzGBkwkqLGIraVbSMpMAmduuOsxSOJ843D7rSzr2ofdsl+lPsFZGv9wakPsiBmARuKNiBJEj6LFiE8PfG/4IJ2Y6NefgnPiRNx1NYe5U//Lvs7PDQeLBq2yLVtQsgEJCQOVB1w1VCqefsdOWb7umtd61kOp4Md5TuYETGjR+GHIwNGYrKb+Ovmv/JK6isucVf7+6P29kaSJHL1ua6Y/P6mZXG3yFlN3P/+R/Btt+E1dSrBd9zuGvP2gbdx17hz47gbT8iceku3ZQIGMy1+PY+Jk7oe2A9MDZcXbxpGhCH27XfViVEYfJgzMzHu3IU1NxfJ6UAXE0vQTd1/IWvfew/JYiHgmqs73m+upbSplCuSrujyPLMiZ7Htym2ohIqRASORkEivTefKpCt7/B5aRK0lFj3CK6LTsXOj5/Jrwa9k1GaQPGM6o3btPCpcUe3tTcw7b1Pzzrv4XXiBa7veoufnvJ9ZkrDEFcUDsqi7q935rfA3Zky4H9Rqaj/5BJW3Nz4LF7rGZdRloLfoexwNMjV8KsEewawrXEejrZEFMQsYF9LqtqkyVWGwGU6Ypd4ShlncWIzbmIWE3NW+8klBQwE/5f3EtaOvJdD96H7Ig4EhbakbU/eARoPH+K59d/1BS8ZgVqTAXlWFvbxcqbk+CDEfOkTehcuoeOop9CtW0LDyRyqffx5baWmXxzWs/oWad9/Db9kyV9OLV1JfYU3BGteYtGp5LaWrkMQWWhbS2rpb2opXd8T5xgE9E/XTok5DINhQLKf0txX09Jp0l89b5eFByN13oYtpXdBcnrMcs8PMZaMua3dOL60Xi4YtYlXeKiw6gfuoUWC343v2YlTurSHA28vkaLCeinq0TzTrLl3H8gvl0ODt5e2jyXL1cgPrExH5AuDn5oefmx+FDYUd7v/40MdohIbrxlx3QuZzLAxpUTft3o17cjIqT8/uB/cxWpWWscFjSQ1uBKDg6ms4PH1Gt+3LFE4sNe9/gMrDg4Q1vzJyx3ZiP3gfoMsWhZa8PEoffhiPCRMIf+JxAOrMdbx74F1eTn3ZlUWcVpOGQLQrxtUdkV6R+GjltZnuFhLb4u/uj7+bP2k18o2kI/dLC8EewYwLHsfG4o3ttjslJ3/e+Gce+b39wp7eoueutXexImcFX2V+xfiQ8R0m+ixLXIbBZuDXgl9d5Tb8lrYvA7W9bDsJfgmEevaskFjbOY/wH8G2svaNn3PrZVE/UZY6QLxvPIdqji4H3GRrYkXOChbHL25XM2awMWRFXbJaMR04gOekoxtbnChGBoxkk1cJ6uAghFaLcHfHsPa3AZuPgow5PR3T3r3YSkubQ9EuQRcdjRCyhSl0Okz7Ohf1xjVrkEwmol5+CZWbGyBbyBISBQ0FpFbK2YZpNWnE+cXhrfPu8dyEECQGJOLn5tdtcs6RxPnGISHho/Pp9ppzo+dyoPoA1aZq17ZtZdsoaCigrKms3fbtZdtZX7Sev2z6C/kN+UdZ6S1MDpvMMN9hfHP4GwKuvILgO+7AY3Jr8rjFYSG1IvWYE3FmRMxgb+VeLA6La1uuPhcfrc8JFdEFsQs4WHOQooaidttX5qzEaDdy+ajLOzlycDBkRd2cno5ksQyIP72FRP9EDJIZ9+UfM/ynVXhOm0rT1m3dH6jQb0iSRPE9fyL/8isovPkWAAKvbQ1FEzod7qNHd7m4bcnIRBMZgTai1cWxuXQzvjpfvLRefJv1LSC7X8YEde96OZI/TvgjD097uNdrMHF+cQA9KmrVUlSqbT2YLzO+dLmBWlxHAFn1WaiEisdnPs4FIy7grLizOjynEIILR1xIamUqlWFuhNzVvhrh7vLdmB1mV5nd3jIjYgYWh6Vd3fNcfS7x/vEndL3qnPhzEAh+zGvtPiVJEl9kfkFyYDJjg8d2cfTAM2RF3Zgqx8l6DLClDpDVmIsQAq8ZM7Hm5WErLx+wOZ2KSJKEvbnqpzU3F1thIe7jx2PNzcX3nHPQRrYXQY8JEzCnpSHZbB2ez5yRgXtSq0vFKTnZXLKZ2ZGzWRy3mF8LfmVt4VqqTFXH9AWfGTmTJcOX9Pq4Fr96V/70FkYGjMRD4+Fy15QZylhfvJ4rkq5AJVSuOHmA7LpsYn1iuWTkJfxj9j9wU7t1et6W4mNtbwot/F7yOzqVzhVE0Fsmh01GLdQuv7xTcpJTn3NCXS8gu7Ymh03mx9wfXa62fVX7yK7P5vKkywd9QMSQFXXT3r1oo6N73ASgP0jwT0AgOFx3GACvWXJWn2Ktn1hq3n2XrNMXYsnLc1UQjP73ywz/aRURf3vyqPEeE8YjWSyYMw8ftc9pNmPNy8M9qdWnfLjuMDXmGmZHzWZZ4jJMdhP3rLsHtVC7sotPBC2Welf+9BZamjW0iO/3Od8jSRLXjr6WBP8EDtYcdI3Nqs8iMSCxR3OI94tHLdRk1R/dC3VTySamhk895kqF3jpvxgaPdfnV91TuodZcy7Twacd0vuPhnOHnkN+QT3qtXMZqdf5qdCqdKwFxMDNkRd186BDuYwf2MchT60msb6zrD9xt5EjUAQEYt23t5kiFvsKh11Pz9jtgs1Hz3ns0rluHW1IS2ogIOfOzg0X0loJMHSWNWbKywOnELak1SmVTidw4elbkLMYFj+PZOc/y6umvsvbStb1q2nC8xPvKYY09EXWQI7QyajOwO+1sLtnMuOBxRHpHMi54HAerDyJJEma7mcKGQkb4j+jROXVqHbG+sWTXZbfbXtRYRH5DfrtOQsfC6bGnc6D6AGk1aazIWYGHxsPVh/VEcuawM9GoNPyQLZfXXle0jpmRM9uFeQ5WhqSoO/R6bEVFuI8e3f3gfibRP9FlqQuVCq+ZM2jaslWps97HWAsKMGce3big5r33cRoMeM2ahf6H5ZhS9+C9YH6X59JERqIODsbcgV+9pc64e3Kr+2V90XpGBYwixDMEIQTnDD+H+THzT3iccpxfHHdNvItzh5/bo/Fjg8didpjZV7WPg9UHmREpZ5eOCZJbsBUbisnV5yIh9dhSBxjhP6JdZUVovfF1Vhu+p1w68lJ8dD68mvoqq/NXs2jYogERUj83P86OO5vvs79nV8UuSgwlnB57+gmfx7EwJEXdnC7XCxsMoj4yYCSFDYUYbUYAvObMxV5VReENN3bbJV2h55Q8+CCF19+A02h0bbNkZVH78cf4nnsu4X//Ozid4HTi09yUojOEEHhOmkTjb2uPqjZoychA5e2NNkpuFpGvz2df1T5XM+iBRCVU3Dr+1h5b6i2LuB8e/BCH5HC1zGsJpTxYfZCsOvkps6eWOsiGTFFjESa7iZ3lO3l006N8cPADYn1ie1QaoCu8dd5ck3wNm0s3Y7AZOD/h/O4P6ieuHXMtRruRv2z6CwLBvOh53R80CBiaot4slu6jex4f3F+0ZAguz1nOk1uexH7mbML+8hcsGRnkXXa5Um+9D7BVVGLetx9HXR11X30FgP7HH8m79DJUnp6E3HM3uugo/JddiDYqCvdx3cd/hz74IJqQEApvvInGtWtd283pGbgljXIl7CzPWY5KqI5pYXOgifWNxUfrw/ri9XhoPJgQIrudRgSMwE3txu6K3WTXZ6NT6XoVXjkiYAQScvr+8zuf57fC3wh0D+SW8bf0ybyvTL4Sb6034V7hx7zo2hckBSYxPXw65U3lTAydeFRdn8HKkCwTYE5LQxMRgSZw4NN0WyJgnt7+NCCnU1947TX4nX8exXffQ+mDD2ErKyf4D7cO5DSHDJLDQeOvv+I1ezbq5ibihnWy6OqGDaPmvfdwNjRS/cYbeEyeTNSLL6INkxfLwx9/HKfFelRKfEfooqOI+/wzCm68kbInnsBr1iyEToclMxO/Cy8E5Domy3OWy92HeplMMxhQCRWjg0azvXw7U8OnolXL9ZG0Ki2Lhi3i68NfE+EVQYJ/Qrva7N3RYtX/VvAb6bXpPDj1Qa4ZfU03R/UcPzc/Xpj3AlqVdsBL2l475lq2l28fMq4XGMKW+pH1nweKKJ8o5kXP4+rkq1EJFaVNcvq52t+fmHffwXfJEqpeeonKl17u1s8uORynvC9ev3wFJX+6l6Kbb3HVqW/8bS3a2FjC//Ykjqpqqt94A7+lSxn24QcuQQcQWi1q7857Yh6J2t+f8EcewVFVTd3nX2DcuQun0ehaJN1RvoMKYwVLRyzt5kyDl5YSBi2ulxb+Mv0vhHuFU2wo7pU/HeRKhjqVjk/SP0EgOHPYmX023xZmR81mWsSJj3o5kjlRc3h5/sudJmQNRoacqDsMTVjz8weFPx1ka+i1ha/x0LSHCPMMo6SxtX2rSqcj8rln8b/0Umreeouat97u8lxFf7yNgquuxmE4NZtuSDYb1W+8gSY8HNPBgxTdfgfWggKM27bhc/rpeE6fjv/llxF8911E/POZPqnM6Tl1Kl6zZlLz1lsU33kn2thYfM44A6fk5K39b+Hv5s+CmAXdn2iQMj1iOlqV9qgO9z46H5c13NtYe41KQ7xfPCa7iclhkwnzCuvLKQ8qhBAsHLbwqH6mg5kh536xZGaAJA0aUW9LpHckJYZ2PbkRKpVsYer1VL/5Jn5Lz2+XqdiC+fBhmn7/HYDiu+4k5s032xVKOhXQL1+OraiI6DfewGlopPTRx8g551xwOPBZeDpCCCKefLLPrxty993kX34FmsgIhn3wPpqAAL7N+pbdFbv526y/dZmMM9iZFTmLTZdv6jCCZGzwWNZcsgY/Xe/rgY8IGEFmXaarK5jC4GHIWermtJZF0sEn6lHeUUeJOsh3+7AH/wySRNXLL7u2S04n9ro6AOr/9zVCqyX04Ycwbt1G5tRp5CxZQv4VV1J4663Uf/Ntu8iPE8WJcgdJDgfVb/4H97Fj8V4wH7/zzydhxXK8583DffRoPCb2X+awR0oK0W+8Qdynn6KNiqLGVMO/dv2LKWFTuHDEhf123RNFVyGBge6BvfKntzA+eDweGg/OGHbG8UxNoR8Ycpa6x8SJhPzpngHNJO2MKO8oKo2V2Bw216JUC9qoKAKvu5aad95tXuQNou7zz7EWFRHx5BPoly/HZ9Eigq6/HveRI2naug1Lbi5OYxPWggLKHn2UypdfIu6TT9q1HjsSyemk5q23MO3bT9gjD3c59kgc9fXUfPghKi8vPMZPoO6LzzH8thaPiRPxPecc/C+8AKHrWVOH3tK0aRO24mJCH3jAlYati4sj5o3Xj/vc9eZ6NpduJr0mnSifKCaFTjoqacjn9FYXy2+Fv9FgbTim+iynCpeOupSz4s4atDXFT2WGnqiPG4vHuMFZUCfSOxIJibKmMmJ9jw4RC7r1Vow7d8m+dUnCLTkZj3HjKHvsrwD4X3oJAF6zZuE1a5brOEmSMO7YSck991B4663Eff45msBAJEmicc0aPMaNQxsejr2ujtIHH6Lp99/lNmAXLiP80Ufxv6jrhtyO+noa16yh8uV/46itleO9AeHpie+552Lav5/yJ56g5v33CP/LX/Ce1/fxuvVff406MLCduPYF5U3lLPthGY22RjRCg12yo1Fp+P2y3zutdFjQUIC72r3XC4inEhqVZsiE+J1qDDlRH8xEecsJKyWGkg5FXe3jQ9wXn+M0GrFVVKCLi0OyWil75BFsZeV4Tut4tV8Igdf0aUS/+QaF199AwTXXEvbwQ3LTh+UrUAcEEHL3XVS/8w6OqmrCn3wS7/nzKH34EcoefRRLdjah99+H0LT/dUuSRNWLL1Hz/vvgcOA+ejSx77yN2t8f0549eE6fjiYoCEmSaPr9dyqee46iP/yR0Afux2PSJPTffYfveefh1cm8u8JpsVD7wYc46usJvOZqGtetJ/Daa/v8SeC7rO8w2Ay8e+a7TAmbwq8Fv/LnjX8msy6TyWGTOzymsLGQaJ/oAQ+nU1A4FhRR70PainpXqDw9cYuX63gINzeiXnyxR+3wPCdOJObNNyj76+MU3SLHvQfedCOGDRso/9vf5YW+zz7Fozn5Jvbdd6h45p/UfvABtR98gHBzQ+Xujsrfj8CrrsZpNFLzzjv4nncegddeg/vYsa45tF3MFULgPXcuntOmUfaXv1D5wr9c+/TLVxD9+ut4n9bzcqumffsoefBBbAVyd5n6774Dux3/iztu7nysOJwOvsv+jpmRM101vluEPL0mvXNRbyg8YT0xFRT6GkXU+5BQz1A0QkOpoetWaR3RU9+t16xZDF/1I/VffCGH3y1YQMjtt6NfsQKfs85q1yBZaDSE//UxPKdPw3I4C8lswmkyY8nMpOL//g8A33POJvLZf/YoYUfl7k7kCy/gkTIRodPiPWcORXfcSfFttxH16ivdpucDNK5fT8mf7kUTHEzMe+/ibGig9OFH8Jw6FbfhfSOkr+55lUpjJXOj51LWVMb9U+537QvxDCHIPchVfe9IHE4HRY1FQyYlXEHhSBRR70M0Kg1hXmEUG4r79ToqNzcCr2vtkajy8iLg8s67sfieeSac2ZogIkkShg0bMO3dS/Dtt/dI0FsQKlW7phPDPvyAwptupviuu4l85hncRyejcnNDExEBDgfmw4cxrF+PYcNGbKWlOKqrcR8zhpi330ITJPtkPSZMQHgcW7nWI7E5bHxy6BOMdiPLc5YT4BZwVJx5clByp6JeYazA5rR16D5TUBgKKKLex0R5Rx2TpX4iEULgM39+jyzr7lD7+xP7wfsU3nILpQ880HoNT09wOJAsFhACj5QUfBbMRxsVTeA1V6Pyas38PLKJRW/ZUbaD/+z/D6+d/hppNWkY7UauTr6aFbkruCzpMnTq9n765MBktpZuxWw3H5VUUtBQANDrVnMKCoMFRdT7mCjvKFcZ0lMFta8vw95/H8OGDUiShNPQhCUnG6HW4D5mDJ7TpvZbCKpTcvLPnf8kqy6Ln/N/pqixCLVQc0fKHdw35T404ug/8eSgZBySg6y6LMaFtC/+VdQo96VULHWFoUqPRF0IsRj4N6AG3pUk6Z+djLsI+BqYKknSrj6b5RAi0juSKlNVh1bgyYzKywvfc/qvPO2q3FXorXquSLqi3fZf8n8hqy4Ld7U73xz+BrtkZ0LIhC4bMycHytU902vTjxL1lnDGoVjAS0EBepBRKoRQA68DZwOjgSuEEEelcwohfIB7gO19PcmhRItgXPPTNa5eiwrHz6t7XuX5nc9Tbap2bbM77by+93VG+I/grol3sb96P4dqDjErclYXZ5Kfpnx0Ph361ZVwRoWhTk/+cqcB2ZIk5UqSZAW+ADoqW/cP4FnA3IfzG3LMjZ7Ls3OepcHSwM2/3Mzft/7d1UBD4dgobCik2FCMzWnjm8PfAHIj5ZtW30R+Qz53ptzJ0hFL0alk33l3oi6EYHTgaLaUbKG4sf2idmFD4XE3elBQGEh6IupRQFGb18XN21wIISYBMZIk/djViYQQtwohdgkhdlU1d38/2Whpd7b8wuVcP+Z6vj78Ndf9fJ0i7D3E4XTwc/7PNFobXds2l24GIMEvga8yv2Jr6VYuXnExGbUZPH3a0ywcthA/Nz8Wxy8m2COY0UHd1wW6cdyNNFgbuGTFJWws3ui6dlFjkbJIqjCkOe5nTCGECngRuL+7sZIkvS1J0hRJkqaEhIQc76UHNW5qN+6fcj+vnP4KmbWZPLHliVO+VnpPWJ2/mj9v+DO3rbnNdSPcUrKFKO8o7p18L5WmSm799VaCPIL433n/a9fu7LEZj/HVkq96VKBqVuQsvj7/ayK8I/jblr9hdVgpbSpVwhkVhjw9EfUSIKbN6+jmbS34AGOB9UKIfGAGsFwIMaWvJjmUmR8zn3sm3cPP+T/zWcZnXY59JfUVXkl95QTNbPAhSRIfpn1IoHsgB6oPcO/6e9Fb9Owo38HsyNmcFnUaSYFJzIiYwcdnf3yU+HpoPAjx7LmxEOUdxZ+n/JlKUyXfZ3/PW/veQiM0TAlT/nQVhi49iX7ZCSQKIeKRxfxy4MqWnZIk6YHgltdCiPXAA6dq9EtH3Dj2RraWbuX9A+9z6chLj6rgCGC0Gfko7SOsTitjgsawcNjCAZjpwLKrYhfptek8PvNxNELDE1ueYOn3SzHajcyKmoVapebLJV/26SLmjIgZjA8Zzyt7XkFv0XPLuFuI84vrs/OfylQ1Wnh/cx73LxqJRq0sPJ8ouv2kJUmyA3cCq4F04CtJktKEEH8XQgxcq+8hhBCC68deT6Wpkl8KfulwzO8lv2N1WgnxCOGJrU8ctYB3KvBR2kcEugdy3vDzuDDxQt4+820kJLQqLdPD5dotfR2VIoTgD+P/gN6iJ9YnllvHK71k+4qf08p5c30O6WWN3Q9W6DN6FKcuSdIqYNUR2x7vZOz845/WycesyFnE+cbx8aGPOSf+HIQQ6C16cupzmBQ2id8K5I7s7575Lpf/eDlLvlvCaVGnMSFkAnF+cUwJm0KAe0D3FxqilDeVs6F4A38Y/wdXfP+MiBl8t/Q7qoxVXcadHy9zouZwz6R7mBM155TKLehvSupMAFQ0mBlH77srKRwbSkbpCUIlVFydfDVPbX+Kl1NfJsQjhLf3v02dpY7Hpj/GhuINnB1/NsP9h/PNed/wddbX/Jz3MxuKNwAgEMyKmsXL81/uVnjqzHWUNpUyJmhMr+dZZazCXeOOj86HdYXr+Dn/Z2ZEzOCsuLO67KBzvPySLz/BLBm+pN32QPfAfm/EIITg5nE39+s1TkWK6+SF7orGUzrKmSaLHQnwdjsxcquI+gnkvITzWJW3ivcPvg9ASkgKI9QjeGr7UwCu1mAxvjHcO/le7p18L0abkaz6LDYUbeCdA+/w0u6XeGT6I65zHlmyN70mnbvW3kWFsYJbx9/K7RNu71E0iN1p5+39b/P2/rdRCRXxfvEcrjuMh8aDVXmreH7X8/xx/B+5IumKDtcEjpfVBatJCkxS/NknEcUuS90ywDMZOJosdpa+vpkofw8+urH3fQeOhZNK1CVJYmtODZOGBeCu7X3fxf7GU+vJR2d/RIO1gTJDGYkBiRhsBq768SrqLHUuv/GRx0wImcCEkAmY7CY+Sf+EedHzmBU1izx9Hrf8cgvzoufx8PSH+TX/V57c+iR+bn6cHXc2b+9/m6y6LF6Y98JRRa1ayK3P5bOMz9hUsokSQwnnDj+XIPcgUitSeWDKA1yZfCVp1Wn8Z/9/eH7X8yzPWc7rC18nyCOI9UXrmRQ26Zgsaafk5POMz6kyVnFR4kXsr9rPPZPu6fV5FAYvLlHXn5qWuiRJ/PX7g2RXGmgw2U7YdcVAxU5PmTJF2rWrbwNkvtldzP3/28ecxGDeuXbKoBT2jtBb9PJCXTfx0Wa7mctWXkZ5Uzl3T7qbTw59Qo25BpPd5Gp6nRKSwovzXyTYI5jPMj7jnzv+yezI2Twy/REcTgc6tQ4/Nz98dD7Umeu4eMXFNFobmRY+jQtGXNBlI+G1hWt55PdH8HXzxVPjSa4+lwS/BD5Y/EGv/P115joe2fQIm0vkpKIg9yBqzDWsWraKGJ+Ybo5WGAqYbQ6S/vozAPNHhfDhDSfGSh1M/LC3hHu+2EuUvwcl9SbS/74YD93xa5IQYrckSZ3G3Z40om6w2Dn9hfWoVYIyvZkzkkN565opqFUnV+Pg8qZy/rLpL+ws34m72p33znqPnPocntv5HFckXcHtKbejUbU+gH2X9Z2c+ETr71kgWJa4jApjBdvLtvPJOZ/0KAsTIKM2g9vX3I6HxoOLRl7EG3vfYLjfcN496118db7dHl9tquaWX26hsKGQP0/9Myqh4untTzM6cDSfL/m89x+IwqAkp8rAwn/J60HJEb78dM+cAZ7RieeS/2yh3mjjztNHcM8Xe1n9p7mMCvc57vN2J+onjfvljXXZVDZa+Pb2WaQW1PHUj+lsPFzFgqSTq9peuFc47575Lt9nf0+MTwzjQ8YzPmQ8F4y4oMPuSRcmXshw/+EUNBSgERosDgvptel8lfkVDsnBw9Me7rGgAyQFJvHTRT+hERrUKjWJ/oncve5u7lhzB28teqvDxVS9Rc+2sm0UNBSwImcFFcYK3jzjTaZFyNZbcmAyfm5KdMTJRIvrJTHUm8qGU8/9UtVoYVdBHfcsTCQ+WO4dkF/T1Cei3h0nhag3Wey8uymPC1IimRQbwNhIP15dm833e0tOOlEHOZJmWeKydtu6aofX4pNv4UIu5LJRl3Gw+mC7NPue4qZ2c/1/TvQcnp/7PA9seIAbVt9Aon8ibmo3Yn1jMdgM7K7YzZ6KPdglOwCRXpG8sfANpoS3GhpHlr9VGPq0RL5MHhbAFzuLsNgduGmGhjv0WDFY7PxnfQ7XzBzGb+mVSBKcNSacSD+5q1dhzYmp/3RSiPrm7GqsdieXTpX9sTqNinPHR/BdaglNFjteJyiUaCiR4J9Agn9Cn5zrjGFn8PRpT/PqnlfZXr4do81Ig7UBlVAxKmAU1425jvkx8xkVOAoPTd+0rVMY3BTXmdCoBOOj/fliZxFVjRaiA/ovJHYw8Mm2Al5bl01qYR1qlWBYkCdJ4T4IIfDz0FJQ23RC5nFSqN26zCq83TRMGdYahXFBShSfbS/kl0PlXDgxegBnd2pw7vBzOXf4ua7X9eZ6NCpNvyYNKQxeSupMRPp7EOEv51RUNJzcom5zOPlwcz6BXjq25NQAcOvc4a4n6GFBnhScIEt9yBdkkCSJ9ZmVnDYiGJ2m9e1MGRZAlL8H3+8Z3P1CT1b83f0VQT+FKa4zEh3gQZiX7HI52f3qqw6UUd5g5oVLxrOw2eV7ToIWCraAJBEbqIh6j8msaKRMb2ZBUvvqfCqV4PyUSDZlV1NvtA7Q7BQUTk2K60zM16SR/OEYQqij/CQWdUmSePf3PBJCvJg/MpQXL03h5ctSmJDxMnxwNrw9n+m6PErqTdgczn6fz5AX9XUZcrON+aOOXhA9c3QYDqfE+syTsyGHgsJgxGxzUNloYaLjAMJuYqym+KTOKq1osHCgRM8V02JRqQR+nlouSIlE5K6H0DHQWMa5Rf/C4ZQorTf1+3yGvKivz6xkdIQvYb5H10OZEO1PsLcbv6ZXDMDMFBROTcqaM0ijrTkAjHavPandL4fK9ABMDTTCz4+AoQrq8kFfBFNugLEX4deUi8BJ/glwwQzphVKr3cmeonqunR4Dn14KjaXgEwFnPAlhY1CpBGckh7JyfxlWu7Odz11BQaF/KG8W9UDDYQASddXsOYlFPa2kgURRzLifH5A1SK2DwOHyzvi5oFKjtpuIoJbN2dVkljcwf1QoI8P6J2Z9SKvcwVI9VruT0/3LIGu1/GGWpMLHF0JtHgALk8MwWOzsyKsd4NkqKJwaVDaa8acRN2M5AMNEBRVtRP3XQxVklp88NdYzS2v40u1pVJIToqfBno8h6xfwDoPgkfI/IFlbxtsbc/m/VRlsbY6Q6Q+GtKinFtQBMN60U95wxZdw/Y/gsMIny8Bi4LQRwbhpVKxRXDAKCieEqkYLyapC+YXOhwhnBWV6M2abg6JaI7d9spuXfj18zOe32p1klDfQaD5xRbK6oqk0nUD0cNbTsOAvYKyBjJWylS6ES9TvmyR49qJxbH3kdK6bFddv8xnS7pdd+XXEBnriXbgOIieBd4j876J34ZOLIGMlHhMuZ/aIYDYcVhZLFRROBJWNFsarm0V95JmEZPyM0WrnvU15lOlN2J0SWZXHbql/tCWfp1elAzAi1JtrZw7joknRA5Jk2GC24as/DDogbAwEj4KgEVCTDXHN9W68QsDdnzHacsZM7f+m5kPWUpckid2FdcyNElC8ExLPbN05/HTwi4GD3wIwJS6AvOomapuU0EYFhf6mssFMiq4IvMMheipqexMXj3LjtbXZfLWzGDeNivwaIxa745jOn1nRSICnlgcXj8JLp+bxH9JY8MJ6vtldjNN5YgsUZpQ1MkpVjFOllcVcpYLpfwSVBobPlwe1WOvVWSdkTkNW1ItqTVQ1WljscQiQIHFR606VCsZcCDm/gbGWybFyWdg9hXUDM1kFhVOIykYLSaIQwsdCQDwAD0xzxyFJOCSJuxcm4nBK5FUfW9p8Ya2REaHe3D5/BN/fMZv//XEmEf4e3P+/fXy0Nb8P30n3pJXqGSWKcASOgJbmMVNvhrv3QsCw1oHBI6H62F1OvWHIivrughoSRAkpNavAMwgiJ7YfMPYicNph72dM2X43/9S+S6oi6goK/U5tg4EYeyGEjYWAOADCHWU8f/F4/nb+GBY055RkVRiO6fyFNUZiA+XKh0IIpsYF8t1ts0gK9+HXQyd27exQaQOj1UVoIsa2bhQC/I/oCxCcCIYKMNX3+5yGrE/dZ8fL/Ob2LpQAcx6AI1u2RUyQw4p+eRQ1cKFax435VUDSAMxWQeHUwb2xAA122cfcYq3W5bN03qWAnJykEpBV0Xu/utnmoLzBTGygJ/z2D9j7GThtqGJnsCTmel7Z04TZ5uhVg5yKBjO/HKrg6umxXVY7PRKnUyKjoJgIqiG0m/LVIaPknzXZEN1pKfQ+Ycha6omVqzmsGw1/OgAL/3r0ACFgyo3gEQjT/oAbVqzF+7CfgDRdBYU31mefku4+s82Bh7U5XM83ErQe4BPpCjEGcNeqiQvyIquy95Z6S0nf+frv4fcXIDQZEs+C7LXcduhKpjn3sbugd5/7R1vy+ev3Byms7V1i0Bc7i9DVZMovuhP15ggYqjJ7dY1jYUiKemNtOcOcRVRFLAD/LlaTZ94Jf86G0+4FYJwzg4yTKD5WYXBSb7Ty3M+ZvLcpr/vBzZisDp5aeYiSE5BG3p9UNlgIQc6wxKu5dEdAHNS1/yxGhHpz+Bgs9cJaI5NFJuMPPgMjz4ar/gcXvA537kS4+XCJeiObs6t7dc6Wm0BvYudrDBae/TmDxaHN+S9h3Yi6/zBQaaHyUK/mdiwMSVEv2LsOAJ+R3bTIEkJ2y/hGYPeJZpLqsOJXV+h3DpY0APTKYtySU827m/K44YMdNAyS+OtjobLRTJBoEfVg+WdgfDtLHWBkmA/5NUasdvnJ2WJ3sL+4vtvzF9QYOUu9S16UvOidVrerXxSqYbOYoc1mcy8Se+wOJ/uL5fn2RtRfXZtNk8XOJTENoPORo+26Qq2BuNlwaDk4jy3qp6cMSVE35WzGImkYntLzvofqYTOYps7iQFF9/01M4ZRjS041F7+5BbOt9Yt6oEQWiTK9uccFnA6VyjeC3Kom7vg09YSH5vUVlY0WgkQDktCAu7+8MXwcGMqhqjX6IzHMu10EzGfbC1n6+maKunGBFNYaiVNXyU/obkek2cfOIMxZQUVxXo9vjBnljZiaf3cZvXhyOFCiZ0pcAP6N2bILqCe++MnXg74Qctb2+DrHwpAUdb+q3eRoEvH26nm9bhEznVBqceiL+3FmCqcaGw9Xs6ugjn1tjIUDJfXo1PJXa1cPrfVDZQ3EBXny8NlJ/J5VTXp5Q39Mt9+pbDATRANOzyA5tBhg9AUgVHDgK9e4xFBZkFtcMKmF9UgS3abPF9YYGa6pRnTkdo2ZAcAkkcnOHpYFaXmaSo7w5XAvLPXiOiMJvkDJboia3LODRp0LnsGw+8MeX+dYGHKibjc3EW/JpCZoUu8OjJ0OQLh+b99PSuGUpaBGtjRTC+td2w6U6Dk9KRRPnZrd+T0Tl7TSBkZH+rpKSKeXdS8wPx0o47Rn17Z7ShhoKhsthKr0qHzalML2jYD4ebD/K5DkJ5CEUC90GpXL5XKg+efW3G5EvdZIhFQl+6iPJGI8ksaDqarD7W6yXZFaWEeYrxunJ4WQW93Uo4Qoi10uLXyatAvsZhjdwz6/Gh1MvAoyf4KGsp4dcwwMOVEvStuMVjjQxs/q3YGhY7CoPIgzpfXPxBROSVpKqbas1dQ1WSmqNZES609KjD+7e7CG02C2UVhrZEykH/HBXnho1aSV6rs9bk16JcV1JvJrTkzvy55Q2WghTN2I8GrftIbxl0J9ARTtAMBNo2ZijD/bcmvRm2zk1xgRQrbUJalj15MkSdTWVuPlbGyf2NOCWouImsxst2z2FXf/+YH8e5sUG8CocF8cTomcyu4/y7J6M5IE4/Xr5azZ5ieEHjHpOpAcsP/Lnh/TS3ok6kKIxUKITCFEthDi4Q72/1EIcUAIsVcIsUkI0c1S8LFTl/E7ALET5vfuQLWGOvcYgm3lnf7RKCj0BkmSWi31gjokSeJgsxiPi/JjyrAA0ssaabLYuzxPRrNVPjrCF7VKkBTh4/Kxd8W+Zus2r2pwiXqwaJDrnbQlaQloPGDnu66FwhnDg0gr1bM1R45WOXN0GOUN5k7bvlU2WghzyJUfO7TUAWKnk+DII6u4otvveWWjmaJaE5NiA0gKb+8O6oriOhNemIio3Aijl7a6mXpCUAJctxJm3tHzY3pJt7MRQqiB14GzgdHAFR2I9meSJI2TJCkFeA54sa8n2oJq4lV8lfg8ERFRvT7W6hFKCLU0dvMlU1DoiJ8OlJFe1iq2VQYLRquDkWHe1DRZKaw1uiIpxkb6MTkuEIdTYm83roC0Uj1uWJma+xoYaxkd4cuhsoYuRclgsZNTJcd55x5jun1PefS7A/x8sLxHYysbzPhL+qNF3d0XJl4t+9XfngeVGcxMCMIp4Qr9vHWuXIO8MxdMQY2RGNFcmK8jSx0gZgZqHAwzp1Nc1/Ui9bZc2TU2M7CBhLRX0amlHoU8F9cZWajag8pphTEXdDv+KOLntJYU6Ad6couZBmRLkpQrSZIV+AJY2naAJEltzQovoN9M4ZTRSVx61a29yvxqweEVRrioo7rx5G2tpdA/OJwS9321jzfX57i2FTZblBdOjAbkR/k9hXUMC/LEz1PLuCg/gG6F4lBpA2d7ZuC949+Q+hGjI31pNNu7FKUDxfoW9/Qx11DpCfnVTXy6vZBPtxf0aHxjgx53ydwaztiWc56Hi96DugLY+DwpMf7oNCp25tcRE+jBpNgAQnzcOl0s/S29gmGqZlHvzFJvztacKLJdN9jOWHOogiAvHaPLvke98VlOCzT02FI/Q52K5B3WO9fLCaInoh4FFLV5Xdy8rR1CiDuEEDnIlvrdHZ1ICHGrEGKXEGJXVdWJL4Wr8o0giAZqGwfP46rC0KCgpgmTzUFRXatroMWfvmh0GN5uGv71y2HWpFdy5ugwAAI8tfh5aMmr7jpz8lBZA3O9S+QXad8xOsLXtb0zWhYYE0O9ye9HUW/pQ5BaUNdtNnaTxY7K1Jz44xV69AAhYNzFsvDW5uKuVTMp1h+Q3VVCCGYOD+qwoY3F7uB/u4uZEdQkx4V7BHQ8Cc9AnIEJTFLnsL+kvtO52hxO1mdWcnpSKKryfQDM9K3qkduruM7ISE0FImxs71wvJ4g+m5EkSa9LkpQAPAQ81smYtyVJmiJJ0pSQkJCOhvQr2oAoVEKisbr0hF9bYWjTEo1SVNtqPRfUNKFWCWIDPUmJ8ae4zsT5EyJ5aLFcX0gIQXywV5eWdKPZRlaFgXGq5uScsn0k66pRCboUmP3Feob56zg90tavlvqvhyoQApqsji5vMiBH8ATRPOZI90tbAuLkHp7AzOGyRT8uyh+A8dF+lDeYqTG0f5r+9VAFtU1WJnjVy66XLp7UVdFTZFFvE5F0JDvza2kw21mYFAplsqhP9qigvMHsKkXQGSX1JqKo7NwFNMD0RNRLgLbpUtHN2zrjC+CC45hTv+ERJD8mm2u7mr6CwtFkNMeNVxssmKzyQl9+jZEofw90GhW3z0/gnoWJvHjpBDTq1q9VfLAX+dWdi8QXO4qwOpzEWQ/DsNMAcM9aTnywF2ldiPq+4nru8NnIA4evwtJUj97Y91modU1WdhXUcdEk+XvTXUvI/cX1BB+ZTdoRAfFgqgWzngVJIagEzBgeCOB6SjkypPPzHYVE+XsQaCvv3PXSQtRkAqU6qkpzXUlcL6zO5Jmf0l1D1hyqRKdRMTfcKncqAhIo7tH7rK2twUdq7LpEyQDSE1HfCSQKIeKFEDrgcmB52wFCiMQ2L88FTkw1+F7iHSzfmxz1iqWu0DvaLpC2WHIFNU0MC/IEYNaIYO5dNLKdoIMs6iX1pg5jya12J+9tyuPsYaA1VkLyErnH5cHvGB3px/a8Gt5cn0PVEWtANQYLxXUmJpOO1mkmTpST18OwxjK9qceW/frDlTicEtfMGEZMoAc7u4m531esJ8Gz+QbWnaUOUJfP+Gh/Uv+6iInNPQ+SXa6nVn94Ua2Rzdk1XD4lGlFf0L2FHCX71RNtmWzKrqawxsibG3L4ZGsBNocTSZL4LaOC2QlBeNYclI/xDMLXkI2vu6ZLUbfanegMzQmM3d1cBohuRV2SJDtwJ7AaSAe+kiQpTQjxdyFES9T9nUKINCHEXuA+4Lr+mvDxoPWXlwKkxv4L/Fc4OUkvayTK3wPAtYBZUGN0iXpnxAXLdb87iiVfvq+U8gYztyc1+9wjUuRoiooD3DlRR3ywF8/+nMHtn+5ud1yLGyTKKFuew0Rlj/3qj313kKve2YajB2UI1qRXEurjxrgoP6bFBbEzv67LiJwDxfUk+zZ3F+tK1APlxhkt9WD8PXWuXQFeOsJ93dtZ6qsOyN/XZUnuYDN2L6bhY5HUOuZ4FvDUj4d4dW0WDqdEk9XBvqJ6MisaKagxcsboMNn1IlQweimiOovpcX5dinqZ3kQ0lc2THaKiDiBJ0ipJkkZKkpQgSdLTzdselyRpefP/75EkaYwkSSmSJC2QJGlwZvh4BuNAhdaoNKFW6Dl6k42SehOLmhdAi+qM1But6E024oK8Oj5o9aOQt5HhLaLegeh+tCWfpHAfxpILCLlGSuxMAEY5slh+52ncdfoIdhfUtXOvFNQYCaAB9ybZYoxXlfc4rDGjvJFSvZnt3WRuAqSXNjB5WAAqlWBafAC1TVZXGOWR6I1yAlG8hxHcfEHr3vmJ21jqHTE60rfdesKqA2WMj/aT/djQvdtD44YIH89i/xIOVxj43+5izpsQiRCwObuGVfvLUAk4c3S4LOrBI+Uex3Yzp4ebya1uorLR3OGpi+tMRItuInAGmMG3dNufqFTUqQJxM1cO9EwUhhAt1fvmjgzGTaOiqNboEtHYwA4s9boC2Poa7P3cZakfKboGi52DpXoWjw1HlO2VhcXNW24sodJC6R4AThsRjFOC7XmtIlxUZ2SSJt/1OtmtpkculSaL3VXa97s9Xa8rOZwSRXVGhjXftKbHBwHwz58yMVqPzvNoiTSJ1DR27U8HuRCXZ/BR5XhbSI7wIafKgMXuoLjOyL5iPWePjXB9Jq7a5F0RNZkAfRpzEvzRqAQPLR7FmEhfNmdXs+pgOdPiAwnxcYOy/XJDnRB5cXu6tyzYO/M6zgQuqTMRI6pwaj3ljmuDkFNL1IFGbTA+1hMfTqkwdGnxp4+O8CM6wIOiWpPrEX18tP/RB+RtkH9WH8bbTUOIj9tRWZ/7i+UCVikx/lC6FyJT5B0aN1nYmwUsJdYfd62KLW1it4trTczyLAIEhI0jQVPZbdgk4LKyQ3zc+OlgeZc1Y0rrTdgcEnHN7qW4YC8eXzKa3zIquOytba7F4tb3I/vAAzpKPOqIgLijyvG2MDrCD7tTIqvCwE8H5KSnc8dFQOYqCEyQszK7I3YGwmbktVlGvr5tFtH2YpZG6NlZUEt2pUE+n6ESGkubRV3uTDTMWYinTt3uJtqWwlojMaoqhH/XETgDySkn6ib3UPwdPa+3rKCQUd6Av6eWMF83YgI9Ka43svFwFaPCfAj368DNkNss6jVZIElyBMwRPvV9RbIITvSoksvSRk9t3Rk5URZ6ScJNo2ZqXCBbclobPxTVGZmozpX7XkZMIMpZRk5lU7flelt6gt59+ggMFnuX/TxbUvWHtXEv3XhaPC9cPIEDJXq2NbtvJEnicEUj6zMriQvyRGOu6ZmoB8Z36n5JjpBT9vcU1fPdnhLGRvkS62mFvI2QdG7PxHTUOeARiF/ax6REeMAny7iy8HEkST78rLHhrlBGIibIGa++UairM0mJ8WdPJ+GQudUGhmtqEC0upEHIKSfqNs8wgqVaV3F+BYXuyK40MDLUByEE0QEe5Fcb2ZVfx7xRHYiXJMnio9KAWQ9N1cQHeZFb1cTTPx7i3Fd+x2xzsLeojrggT/zyVsnHJZ3beo7IiWDRQ20uALMSgjlcYXBFwRTWGhlhy5LHBcbjY6sGW1O3XZOyqwxoVIJLp8YQ4uPmSizqiIJa+SZ05ELw6Umhrs8E4JmfMjjzpY3szK+TK0w2VfXcUtcXg6N5rcDa5KozPixILmr25PI0DpU1cN3MOMheIzeSTz6v+3OD7NOfeBVk/AjrngZ9EV4NOUSq65kWF0ioj7tcNhchizrI1nplOuOj/ckob+iwYmNOhYFIqXLQhjPCKSjqTu9w/EUTdfqeVXFTUCipMxEdKEe+xAR4YrDYsTqczE3sQLwq06GpslV8qg8TH+JFTZOVd37PI620gVUHythXpGdCjD8c+l5ONfeNbD1H5ET5Z7MLZlaC7LvdklNNo9mGzliJr726WdTleinDRGW3nXuyKgzEB3vhplEzJtLXJcwdUVBjRKdREe7b/kkkwEtHsLeOrEr5Wpuzq5kQ48/GPy/gibMT5Jhv7w6ySY8kIF6uVqhvTlbf/hZ8fCHUFaBWCbkBhYeWD26YyiVTYiBjpZylGtWLps2Tb5BvBJv/7VrUfGWmkcfObS5dVZIq+9Jbmm2EjYWqDFIiPLA5JFehtRYcTom6mgo8JOOgjXyBU1DUNX4RAOirCgd4JgpDAavdSXmDmejmcMaY5oVRd62KKXEdpKq3+NOn3iz/rMliUmwAKgGPnJ3E8GAvXlubTXmDmbmBeqg4KFf6a0toMqjdXKI+NsoPH3cNW3NqKKo1MVrVXIclYkIbUS8ns5u6JTlVBkaEyo1lhgd7k1slu2xsDjlevq2fPL+6iWGBnqhUAswNrRY1cn/R7EoDVruTwxWNzBweRGyQJ6IqAySnPP/uOCKskYLN8s/SVADevHoyvz+0gAWjQsFugaxfIemc3ldETDhd/v9F74GbL1OkNMZF+8lPVKWpENWmL0PMNHBYmaSTP9/9Je0Nv+I6I6HO5qebQRr5AqegqLsFytlxxmolq/RUQJIkVu4v5ZvdxV3W6u6Mcr0ZpwTRAbKYxzT/nDE8CHet+ugD8jbKVmjsLNC4Q3UW0+IDSfvbYv4wL4Erp8e6ImFmWDbJxxwp6mqtHN7YLOpqlWDG8CC25NRQVGckRjRHbwUOd4njeM/aLotRmW0OCmqaWOb8BdY+TUKoFyabg7IGMxsPV/GPlYf4YW/rd8IVg++wwxszYP0zrn0jQr3JqjSQVdmIzSExOlJOGKKiOZEnbFz3H2yLT7omWy7FW7hdfl26FwBvNw2eOo28rWwfWA0w4ozuz3skZz8nC3rMVDlcNL/5M9cXya6ilqcikBO/gJD6fQR66VyNO1rIqTJ0XyVyEHDKibpnkJxVaqlTRP1UILWwnjs/28P9/9vHFe9s67Zd2pEU18sLhtEBsqU+LNgTT52axWPCjx4sSVC4TW4wrFLJkRo12QB46OQbwEWTotFpVGjVgojS3+QFUr8OykgPmyVbr2/Ph4wfmZUQRGGtka05NcSKSiSNO3iHgbsfeAYxxr2mS/dLfk0TTgmm1K6EzS+T6C9vz60yuCJXfs+ubn4bEgW1TfIiadE2aChp11czMdSHRrOd9ZmywI1pEfXyA6D1bLXCu8InQv58Mn6Uj7M2z71s79FjW0IZe9o2ri3BiXIRMYC40+TF68Zy2fVy5Dl9wsB/GKJoB+Oi/I6q8phb1dR6Q1V86oMH//A4AGxVOV0P7IK/rUjj5o929tGMFPqa19Zm8dpauVLFin2l6DQqVt51Gj5uGr7tJj77SFqyR6OaRd3XXcvWhxdy2dQOusfX5so1TZotPoJHQPXhdkMCvHRcM2MYZ4wKRlWZBrGdlG6d/wgsfhasRvjiKhY71gNyfHm8ulp+/G+JAgkcTpyqgtyqpk4rKcqRLxK+TXngsDKqaRcAOZUGV6PsLdnVOJ0SlY0WzDanHM6Y+ZN8grL98mImcmVIgOV7S/HQqlsTsMoPNsfZd/AEcyQtFRvzNsrrCiBb4s1RP+0o3Sv7030iuj9vV8Q3N6rP3yQvkqp1sh+9LTHToHgn46N8OVzR2M4llVNlIElXJcenu/sd31z6kVNO1L39AsnVJBBQsuGYji+uM/Lx1oJui/4oDAySJPH+5nxeXpNFUa2RVQfKmD8yhLFRfiweG87P3cRnH0lJnQkhIMLPw7XNz1PbWs/f6QRTc6JKc6s2V3hi8Eg5EclubXfOvy4ZzZvnhYLD0nkijc4TZvwRbl0P8XMJX3svyzz3ozfZiNdUI9o+/gcOJ9RWjNXhdJUDPpLDFY1EiVrUNlmYfQvX4OOuIbvZUvd111BntJFW2uDKfo0N8pJF3c1PXtRstphb/PKZFY0kR/igVglZiMsPHC2SXTH2YkCCra+DX4zcHclcf3SoY+ke2U1yvHHh4ePB3V9eOM3bILu4NLr2Y6KnQWMZ0wKNOKX2NWhyKpsYpamAoEQGM6ecqAPURS8kyZ5OcXFR94OP4J2NudidEg1me4eZdQoDS2GtkdomK3anxB2fpVLZaGHJBDmy5MKJURgs9i5D+Y6kuM5EuK87Ok0nX5V9n8OLo0FfAsU75RT55uxEghJlMewoc7K6ueZdd9mROk+44guEXwzXe/4OSERKFe0X6oIS8TSV44G5U7/6jrxaFgbXyy/8YhCHfyEx2IMt2TVUGyxcNysOgI1ZVRTUyjeGEapSqM2BWXfJxxXJfu8QHzd83WV/t8ufri+SwzDDe+BPbyFkpCy0DqvsbmpJwGrrgrEYoDqzve/7WFGp4cK3ZJdY2T65NMCRxMhPWeOkTAD2FrUR9SoDMVIJBI04/rn0I6ekqEdNvxC1kMja/G2vjqs2WPhiZxGBXvLdvVzfcX0IhYGjJWlkUqw/+4v1uGtVcs1sYPrwIMJ93fm+Fy6Y4jqjq5BXhxRtk4tM7f1MFvWoSa0RGsHNX/6qzKOPa3HL9MTq03lCzDQS7Ln40YSHs6l1oRFkvzEwXFXezq9erjcjSRJmm4M9RfXM9m9eT5h5Bxirme9d5Fq0PTekkqQwb9akV/DroQo0KkF42Tp5/ITLIXiUazFTCOGy1sdENrshyg/IP3sj6gDjLpF/xs6E0NHNJRL2tu4vPyBH1PSFqAOMWgw3rJIFfeyyo/eHjQWtJ/7VexgR6s23qcVIkkS90YqlqR5fe23r73WQckqKevioGdSIQHS5v7Ajr5bX12VjO8IXWW+0HuWf/Da1GIvdyb2LZOuqvEER9cHGnsI6PHVqXrhkAioBC5PC8HKTrUq1SrBkfATrM6s6TCzpiJJ6k2uRtEMqDsk/d38AFWntM0NDR8sRMIVbjz6u+jB4BIJXD+uHRIzHy1zGBJWckNQu+qJZ1Gf41LBifynZlY08tfIQM575jW9SS9hbVI/V7mSMtlx2P0y4HISa2Q55XWiaOpOkH5ZwY2gmewrrWZNewY2nxaPO/U0WOf+YZl/zDtndhLxYCq31zyk/CAj5PfeGlKtgwhVyXL/GDcJGty6MQuv/W6z4viByIty6Tn46OBK1BuLmwMFvuG1GCGmlDWzKriar0kC8aO7TqljqgxCVivKweYw37+but1by79UHeWF1qzUlSRJnvbyR6z/Y2e7Ln17WSISfO7Obk0EqFFEfdKQW1jMh2p/hId58fNN0Hj23fcz0yDAf7E6Jyobu+9TaHU7K9GbXIulROJ1yspFfjBwhIjlaF0kBtB7yQmjOuqOPrc7qWWGqFpqzHl9J6aCWd2ACILgm0UqNwcoZL27k3U15eOnUfLA5j225NQgB4bYCOWvSIwCip5JgkEv6nusjBw2c7Z7GNTOGseruOfzlnGT5JtUSxx0zXV47aI7mmZEgF8QaFeYl39jyNsohlm7ePX9PIN/ULvxPaxGwyElyZErLOkTpHnmB1KeDaKP+Yv5DYKxmadPXhPm68eKvh3no6/0ka5vddopPfXASNm0ZPsLENve72Ot1J+t+3+CqhVHeYKaiwcKm7Gr+9MVeV+3p7Eo5eaOl3keZ4n4ZVJisDtLLGpjY3Pdy9ohgIo9wnYQ1/+568pRV0WjB4ZRcMepHUZ8PtiaYfU9rz8zoIzIehy+AqnQ5jK5gK/z0kLyoWJ3lsrB7RPh4APwLVsuv21rqWnfwjyWOUlb/aS7LJkbxwiUTePjsJNJKG/h8RyGjI3zR1LS5kcTNxq8+DU/MTNfIQu1Tupl/XDBWblRhqJKzQ0Oab4ox0+Wf+b8DcrPtnY+egftvj8GbM6FgU8eWb29JPFMObyxojidvWSQ9kURNhrEXodn+BndO8WJPYT0VDWbumSjk2us9CdkcQE5ZUQ9OWQKXfgznvoiHuwfveb7K09/tQJIkV+Gjc8aF89PBcn7YW4LTKZFTZSAhxBtPnQYfdw0ViqgPKg6W6rE7JVcXnY5oSXvvyXpIcW37GPWjaHG9RE6EmXfKIXmege3HJCyQf+asgx/vh+3/gfTlcimB3ljqnoHgFysnzHgEHB1SFzwSqg8T7ufOi5elcPHkaC6YGIWnTk1Fg4UFsRowVruqETJsNkJycGVEKQmWQ6DxkGO49c3rDVXNrd9Cmxd9gxNlt0NL+GELBZtlEfzjZljycs/fT2ckLJBj3TNWyWGUNVlyfPmJ5vS/gtPOZY4fuWRyNP+9aRpRjhI5Pl3jduLn0wtOWVFHpYLR58PUmxAXvUO0o4TbTO9SUm9yRRD8felY/Dy07MyvpazBjNHqYGSwDn59nId1Xys+9UFEZYOZb1Nl10SLpd4RLU9ZPXGduWLUO1sorWwW9ZAkmPsAXP3N0WPCxslxzWufgso02dL79XF5X29EHSBCttY7TFEPToTqbJfPG8DHXcvSFDmxaW5A8yJpcLOox0wDoeaxsG1obQ0w5UZ5e0uZg8qM1vcGcjjh2Isg73f5qQPk0gFVmTBsNoSPlf3Rx4vWQ07tz1wl3wC1npBy5fGft7cExkPcbHS5v/L8JROYPCxQfroa5P50OJVFvS3D51OTdBUXqn8nraCKrAoDQV46gr3dXGU4sysNBKPn/NSbYPO/WWr/ifIe+GUV+p81hyqY/sxvfL6jiLkjQwj27tyS8nXX4KFV98xSbxb1I104LirS5CiUrvzIKhXEz4OGYtkXO/221jjs3rhfQG53Bx2nqAcngt0k+/bbcPv8BC6eHM0Ej+b09pDmG4mbj7z4mLFSfj3lBrlxRe56+XVVuhyf3jbhZ8wyQIJDP8iva7LlcMTeRrx0R9K58vvY+5m8iOrR+ZNXvzLiDKjKgPoi2WVWkzPo/emgiLoLv9GnoxMOynL2kFXRwKfqJ2DD80yM9SezopF9RfVcq1mNV81BGHEG3s5GGuuruz+xQr+zPa8GrVrFqrvn8NENU7scK4Qg3M+9R09ZW3KqSQz17rjGC8iWek+SbUYslH/OexCm3iT/X6XtfVGoriz1FrE5IoM1JtCTFy6ZgFtVGmi95EXdFobNln96BssW6PB5ci14SZIt9dCk9gk/oUny+z3wtfy6orlrZdiY3r2P7hi5WH6iQYLpf+zbc/eGEYvkn9lroLFMXj/pSYOOAUYR9Wa00fJijL0oFXNlDknWNFj3NPPdDiNJcjjjeE2xbBFNvBoAj6biTtOyFU4c2ZXyWsfoSN/WTM8uCPN169b9UtVoYUd+LWeP6yQ13WaSLdWehPCNuxSu+ELOoAxKkEXrWNwVkZPkEMnmRdN2tLhymqNTKD8IG58HY3Pmc+FWuahV2xT+FlGPmS6Ld8JCuWFH4TbZUm9xvbRl7DI5tLGuQI4hV2n73nr1DJQ/o+TzW58sBoKQUeAbLYt62X55W2+frgaAPnCCnSQExGNSeeNVk8YYpwm0gGcQ43c8iC9Pkl8DSV4liJDpLkspmiqqDdaOu98onDCyKg1dLo4eSbivO7sLO+5B2cLqtHIkSV4sd/HdH+VFu4lXy75kySnHVXeHRgejzm59fdF7stuit3iHwJ8Odtwb0ztUzmbd9YHstnBlZQq5DHBFmlxPpi2xM0Dn3bqYO+YC+OVR+O1vcvhiRyV0x14Mv/0d9n8pnzNk1NGp9n3B5Z/1/Tl7ixCQeIb8ZFK0Qxb4jrJQBxmKpd6CEDQEjCZZ5DJNZGBzC4ArPkfVWMItfttxx0Koo1z+Q2/O5osWVZTpu+42o9C/mKwOSupNjAjpeXx0mJ87FQ2WLsvw/nSwjOHBXowKa26gUF8klwRocT20LJKGHoPrwc376CiZnuId0nFNcSHkkML6Anlx8cyn5Nj2jJXN6f0SDJvZ/hgPf7hnf+siqc5LbizRkizVkaUeMExOztn7qVxqt69dL23fz2DoATriDLnsr9MO13wnt70b5CiWehvUURNJrn6fYHUDUsxMOULAL5a5zmx+FvGokOQ/dI8AHFpvou1VSgLSAJNTZUCSWotM9YRwX3esdid1Rpur5ENbagwWtuXW8sd5w1vdOVm/yD9bxLwiTXaFNDepGBRc8YX89NDiYnHaYc2T8o1Ipem4a9CRGa3TboEtr8jHdtbsIuUq+L7Z191foj5YGHGGfNObeM3AuoJ6gWKpt8E/YQpuwka0qEY3vNnfGDuDkdaDjBLNxb9CR4MQSH4xxIhKpf7LAJNTJecU9FbUgU6fsjZlV+NwSpzVtmZ6i6gbKqCpWhb3kFF9E8bXVwjR3meetET+eeArOXJG10kSVVt8I2H8ZeATKddr74jR58tuGzj5RV3rAUteat8haZCjiHobNG1/cS3ZccNm4mGp5pawTCS1zmWZqQPjiFVVKWGNA0xWhQGVgLjgHghWM2HdxKrnVDWhEjAqvNn1YjPJUSEti5EVaXLi0bG4Xk4kwYmtcelHul664twX4Q8bOnd/6Lxk/zv0rtSuwglhEJkZg4DA4Ug6b5AkREuEQaz8ZUjW/y5/QZotMxEQR7RYR3l9x/WrFU4M2ZUG4oLkZspdUpMj+8RPu7dNVmnHN+TCmiYi/Dxaz5m/WY4Bn/0n+OF2OVXeUN6zRdKBJulc2JQpt9frKVp3+V9XnP64XAKhi5osNpuN4uJizGblafZYcHd3Jzo6Gq1W26vjFFFvi0qFiJ8nr+a3PFYHj5Ir25nrW1OmAQKG4YkZk75yIGaq0Ex2lYGE7lwvGavguz+ApQG0HoTMuhchOq//kl9jbG/5Z62W0+jHXgS/PNa6WNrbioQDwZQbwVApx6D3JT5hrW3iOqG4uBgfHx/i4uJ6FGqq0IokSdTU1FBcXEx8fO9qzfTI/SKEWCyEyBRCZAshHu5g/31CiENCiP1CiN+EEIO3K2t3XPpfWPZu62uVqrXlWEibhaPmsEZNY+8bbSj0DTaHk/zqpq796ZXp8OVVcnx47CzY+jpau5Fgb7dOa/cU1hqJDfRqs2Gr/DegdZd9yC1NL4aC68E/Bi54XXaZnGDMZjNBQUGKoB8DQgiCgoKO6SmnW1EXQqiB14GzgdHAFUKII02UPcAUSZLGA18Dz/V6JoMFteboxa9mF0y7aIDmxrOeTcUnaGIKR1JQY8TulLoOZ9zxjpwgc9U3sOhvcuXBXe8T7ttxVmmD2UZtk5VhQc2Wut0qZ1c2l751WeeeQXJsuEKXKIJ+7BzrZ9cTS30akC1JUq4kSVbgC2Bp2wGSJK2TJKnFubwNiD6m2QxWRi+F+LntS4s2198ItvWu56VC37ErX86WHBvVSRNgsx72fSF31/EKkkNUhy+ALa8Q4avtMPqlsLnHZ1yLqFdlgNPWWt+kxY/eHAWloDDY6ImoRwFtfQzFzds64ybgp452CCFuFULsEkLsqqqq6vksB5rAeLhuRfuEETcfLFp/okUVVY1KBMxAsDGrinBfd0aGHWGpb38bVv0Zfv+XXK9j2i2t+8ZcAE1VTA00k11poNFsa3dofk1z0+UW90tLmzaXpd4c8XKyh/KdRBQXF7N06VISExMZPnw4d955JxbLyfud7dOQRiHE1cAU4PmO9kuS9LYkSVMkSZoSEhLSl5ceEKzeUUSJaioVUT/h2B1ONmVVM3dkcPvHVEmCDf+EHW/LXeOjp7VvhRYgLzrN9K/HKcHugvblAgqaLXWX+6X8gJyh2ZJkFDZGFvbEM/vrrSn0IZIksWzZMi644AKysrLIysrCZDLx4IMPDvTU+o2eRL+UAG1KuxHdvK0dQogzgEeBeZIknRIqJ/mEE1qTTWGjErJ1otlXrKfBbGfuyCOMg6pM2W++4DE5K3LkWe33N4tzoq4ajSqCHXm1zB/V6hsvqGki2NvN1deU8v3ygmhLUo/OE27f0l9v66TlbyvSOFTa0KfnHB3pyxPndf3EtHbtWtzd3bnhhhsAUKvVvPTSSwwbNozExEQyMjJ47bXXAFiyZAkPPPAA8+fP55dffuGJJ57AYrGQkJDABx98gLe3N7t37+a+++7DYDAQHBzMhx9+SEREBPPnz2f69OmsW7eO+vp63nvvPebMmdOn77en9MRS3wkkCiHihRA64HJgedsBQoiJwFvA+ZIknTIxflr/SEJEnWKpDwAbD1ehEnDaiOD2O1raoI1dBgseOToT0DcS1DrcGgoYF+3Hjrza9ofXGFv96ZIkW+p9XS9c4YSRlpbG5MmT223z9fUlLi4Ou93e4THV1dU89dRTrFmzhtTUVKZMmcKLL76IzWbjrrvu4uuvv2b37t3ceOONPProo67j7HY7O3bs4OWXX+Zvf/tbv76vrujWUpckyS6EuBNYDaiB9yVJShNC/B3YJUnScmR3izfwv+ZH4UJJks7vx3kPCtwCovAQDVTXNw30VE45NhyuYkKMP/6eR9RuKdgiN3borCaLSi2Ho9bmMi0+kPc35WG2OVw10wtqjMwa0VwPpb5Ajm1XRP246c6iHkxs27aNQ4cOMXu2XCrEarUyc+ZMMjMzOXjwIIsWyXXWHQ4HERGtpZmXLVsGwOTJk8nPzz/h826hR8lHkiStAlYdse3xNv8/o4/nNSRQ+cq/UHNdKTB0/miHIhsPV9FgtrFkfCTVBgv7i+u56/QjaltLkpz9GXda15EpgcOhNp9p4wN5a0MuewrrmZkQhNnmoLzBzLCWRdKWGtoRHdQvVxgSjB49mq+//rrdtoaGBsrLywkKCuLw4damIi0x4ZIksWjRIj7//PN2xx04cIAxY8awdevWDq/l5iZ33FKr1Z0+BZwIlNovx4O3nCLtaCgd4Imc/LzwSyYPfr2fRrON5XtLcUqwZPwRDSxqc+X0/e662gfGQ20uU2IDEAKXCya3Sn7icmWTFu+QO/AMhcxRhQ5ZuHAhRqOR//73v4BsXd9///3ceeedxMfHs3fvXpxOJ0VFRezYsQOAGTNmsHnzZrKz5YYjTU1NHD58mFGjRlFVVeUSdZvNRlpa2sC8sS5QRP14aK57IQzlAzyRkxur3UlGWSNGq4Pv95Tw3Z4SxkX5kdhS6xzkhsuZzQ+T3XWfDxwOtib8pHpGR/iyMUsOr92ULf+cGhcIpnrY/V+5doq2kx6lCoMeIQTfffcdX3/9NYmJiQQFBaFSqXj00UeZPXs28fHxjB49mrvvvptJk+T1l5CQED788EOuuOIKxo8fz8yZM8nIyECn0/H111/z0EMPMWHCBFJSUtiyZfAtmiu1X46H5qa8OuMpszbc7zicEh9uyWfZxCgCmmudH65oxOpwolEJXl2bTWWjhceXtLGeC7bCl1eDsVoW7OBu6l43hzVSm8viMeH869fDlOvN/JZeSXKEr9xoet3LYNHDvIf6540qnDBiYmJYvlyO7diyZQtXXHEFqampTJo0iU8//bTDY04//XR27tx51PaUlBQ2btx41Pb169e7/h8cHDygPnXFUj8evIJxosbTWo3RaufV37LQm2zdH6fQKamFdfxj5SH+/PV+V2eigyV6AG6aE09lowW1SnB+SmTrQQe/AZsRLvgP3PRr95megS2inufqQfrlziJ2FdSxMClUttK3vSnXI1cWSU8qZs2aRUFBgcsqPxlRRP14UKkxuQURSh3v/Z7Hv349zPpMxWo/HjLLGwFYk17BN6lyOsSBEj0+bhruOj0RH3cN80aGEOzt1npQ4Va5BEDKFeAV3NFp2+MfK/vKa3MZEerNyDBv3lifjcMpcXpyKKR9K1vpc//cH29RQaFfUUT9OLF5hhEm6njn91wApWTAcXK4ohFvNw3T4gL52/I0KhvMHCzRMybKF283DV//cRb/vKiN9Wyql5tW9KZeuMZNbiLcXG3xnHERWOxOgrx0TIj2l8MivcNbSwMoKAwhFFE/XnzCCRV1NJjlEKZqwzF0iVdwkVneyMgwb569eDwmm4OX1hwmvbyRcc1Fu0aF+xDq06aBQ9EOOmyq3B2BcXLjDGRRB5g/KhS1SkDhNrnUrlKwS2EIooj6caLxiyBM1OGhVRPgqaXaoFjqx4okSRyuaGRUuA/xwV5cPi2Gz3cUYbU7O6/EWLil86bKXRE5US4BYKpnZJgPT543mtsXJEB9EeiLWsstKygMMRRRP07cAqIIFAaWjQ8mOsBTcb8cB1UGC3VGGyObQxXvPj0Rd638JzquU1Hf1vOmym1JPl+uDXN4NQDXz44nIcQbirbL+1saoygoDDEUUT9OtP5yFMYjcwMJ9VYs9ePhcLkBgFHNoh7q684d80cQG+hJ/K6n4Zub2x9gM0PJ7mMT4MhJ4BMJ6cvbby/YAjqfodHVSKFb1Go1KSkpjB07lvPOO4/6+vpjOs/8+fPZtWtX306un1BE/XhpjlX3zl7Jq0XLCG04OMATGrpkVsiRLyPDW5OK7jx9BBsemIdI+wYO/QDWNo2+i3eAw9p9BmlHqFSQvASyfwNrm9o9hdsgZurR3a8UhiQeHh7s3buXgwcPEhgYyOuvvz7QU+p3lL/c46Wlm/qaJ/CUnIRbc3A6JVQqZZGttxwub2SUp4HgN0bDsrdgxBlyrfS6fDBUyIOKd7Y2UT60XG4IHX+MTZWTz5Prrmevkbtbmeqg8pDcSEOhb/np4daGI31F+Dg4+589Hj5z5kz275fr+ezdu5c//vGPGI1GEhISeP/99wkICOh0ewtOp5Mbb7yR6Ohonnrqqb59P32EYqkfL82WOkKu8hco6alXEpCOicyKRs70K5YzQ9c8KRfoglY/N0B+c2ldp0O23BMXgVsXPUq7InYWeATCwW/l1xk/AtKx3yQUBi0Oh4PffvuN88+Xi8dee+21PPvss+zfv59x48a5SuV2th3k0rpXXXUViYmJg1bQQbHUjx+PQIiZDuMvw/rLk4TY66k2WAj00nV/rIILSZLIqmjk7qjm4mjlByBjpWxNF24FNz+5L2zBZnl/4VZoqjw+q1qtgZQrYft/QF8Cez6BoEQ5kUmhb+mFRd2XmEwmUlJSKCkpITk5mUWLFqHX66mvr2fePPnmfd1113HJJZd0ur2FP/zhD1x66aXtaqgPRhRL/XhRqeCmX2DqTTg8ggkWeiUC5hioMlhosjqIdxaBXwwEjYB1z8iFugq3y37u4fNk94vNBGnfg8YdEs/q9txdMu0WkJzw88PyjWLi1Up8+klEi0+9oKAASZKOy6c+a9Ys1q1b5yrRO1hRRL0v8Q4hROiVCJhjoKjWBECIOVfuAzr/EahMg9WPQFU6xMyAuDnywujez+DQ98fnemkhIA5GnSNHwQg1TLjiuN+LwuDD09OTV155hX/96194eXkREBDA77//DsDHH3/MvHnz8PPz63B7CzfddBPnnHMOl1566YDWS+8Oxf3Sh6h9wgmmkAOKpd5riuuMaLHj1ZgH45bA2IsgZ63sGgE5bDFivFyz5cf7QOcNM27vm4vPuF129Yw8C3zC+uacCoOOiRMnMn78eD7//HM++ugj14Lo8OHD+eCDDwA63d7Cfffdh16v55prruHTTz9FpRp8drEi6n2I1i+s2VJXSgX0lqJaI3GiHOG0y00phIBzX4TKdLm2S9RkOcFo1l3gsMGc+3tWvKsnDJsFC5+AkYv75nwKgwaDwdDu9YoVK1z/37Zt21HjU1JSOtzetrTuQPYf7QmKqPchwjsUX2GkTt+3XdNPBYpqTUz2KAcnEJIkb9S6wzXfQm1ea8boor/3/cWFgDn39f15FRQGgMH37DCU8ZYf3W0NFQM8kaFHUZ2RSe5lsnulbZMLjwCIOnlrXyso9DWKqPclXqEASAZF1HtLYa2RkaoSuXOR1r37AxQUFDpEEfW+xDsEANFUNcATGVrYHU7K9GZi7fkQmjzQ01FQGNIoot6XNFvq7pZqnE5pgCczdCjTmxFOG/7m4lZ/uoKCwjGhiHpf4i2LeqCkp7jO5Npsdzi5+/M9fL27eKBmNqgpqjUSIWpQ4ZTjxhUUFI4ZRdT7Eo0bDp0voSo9S179nU+2FeB0SrzyWxbL95Xy/Z6SgZ7hoKSozki0qJZf+MUM7GQUFI6Txx9/nDVr1gzY9ZWQxj5G7RPGshgtq0y+PPb9QT7dXkhGeQM6tYpDZQ1IkiRXHlRwUVRrIkbVLOr+sQM7GQWF4+Tvf++HsNteoIh6X+Mdhretjs9vmcH3e0t4+sd04oO9uGhSNM+vzqSy0UKYrxLd0ZbCWiMp7nXgUIFv1EBPR6EfeHbHs2TUZvTpOZMCk3ho2kPdjvvHP/7BJ598QkhICDExMUyePBk/Pz/efvttrFYrI0aM4OOPP8bT05Prr7+eJUuWcPHFFwPg7e2NwWCgrKyMyy67jIaGBux2O2+++SazZs3ipptuYteuXQghuPHGG7n33nvbnePvf/87K1aswGQyMWvWLN566y2EEMyfP5/p06ezbt066uvree+995gzZ06ffC49cr8IIRYLITKFENlCiIc72D9XCJEqhLALIS7uk5kNVbxDoKkSIQQXToxm00Ons+LO05gyTK7JfKj05EhMauknanM4j/kcK/eXcvGbW/gtvYIR2lq5E5FGqW6p0Hfs3LmTb775hn379vHTTz+5uhctW7aMnTt3sm/fPpKTk3nvvfe6PM9nn33GWWedxd69e9m3bx8pKSns3buXkpISDh48yIEDB7jhhhuOOu7OO+9k586dHDx4EJPJxMqVK1377HY7O3bs4OWXX+7TLNVuLXUhhBp4HVgEFAM7hRDLJUk61GZYIXA98ECfzWyo4hUKhkrXS3etXGc9OdIXgENlDSxICj0hUymqNSJJEBvUy/6dnVBabyK1sI6KBgs/7C1hf7GeK6fH8n8Xjuv1uXKrDNz/1T6i/D2YnxTK+Ho9uCuul5OVnljU/cHmzZtZunQp7u7uuLu7c9555wFw8OBBHnvsMerr6zEYDJx1VtfVPqdOncqNN96IzWbjggsuICUlheHDh5Obm8tdd93Fueeey5lnnnnUcevWreO5557DaDRSW1vLmDFjXHNYtmwZAJMnTyY/P7/P3nNP3C/TgGxJknIBhBBfAEsBl6hLkpTfvO/YzbaTBe9QsDTI/TPbJNH4umuJCfTgUFnPLXWbw8maQxVszKom1MeNWQlBTB8e1KNj12VWcsenqXho1fz8p7mE+Lj1+q20UFpv4oPNeXy0pQBrs2U+PMSL+aNC+Gx7IRdNimLysMAen8/hlPjz1/tx16r54tYZhPq6w0sVED7zmOeooNAbrr/+er7//nsmTJjAhx9+6KrtotFocDrlv3Gn04nVKtdxmjt3Lhs3buTHH3/k+uuv57777uPaa69l3759rF69mv/85z989dVXvP/++65rmM1mbr/9dnbt2kVMTAxPPvlku7K9bm7yd1KtVvdp1ceeuF+igKI2r4ubtyl0REt7u29ugtz1cveeqsPwnznc4/4T6T10vxyuaGTuc+u47dNUVuwr5ZW1WVz+zjbyqpu6PXZ1Wjk3f7SLmABPGi12Hvx6H5LU+7j5tFI9Z//7d2b9cy3vbsrj/JRIfrz7NHY9dga/3TeP16+cRKSfO498ewCzzdHj8/5vVxG7C+p48vzRsqA77NBQoiySKvQ5s2fPZsWKFZjNZgwGg8v90djYSEREBDabjU8//dQ1Pi4ujt27dwOwfPlybDa5i1lBQQFhYWHccsst3HzzzaSmplJdXY3T6eSiiy7iqaeeIjU1td21WwQ8ODgYg8HA119/fSLe8oldKBVC3ArcChAbe5J+gZPPlysL7v1MLucaMQFq88GiZ56XiT/XzsdoteOp6/yjL6o1cs1725EkeO+6KcwfFUpVo4U5z63loy35PHn+mE6PdTolnv05g8RQb76+bRb/21XE31Yc4o7PUlmYFMaiMWH4ums7PNZotbMjr5aEEG88dGpu+WgXDkniL+cksWh0OPHBXu3Ge7lp+PvSsdz8310s/NcGHjkniSXjI7v9iL7cVURSuA8XpDTbBg0lIDkUUVfoc6ZOncr555/P+PHjCQsLY9y4cfj5+fGPf/yD6dOnExISwvTp02lslJue33LLLSxdupQJEyawePFivLzkv/n169fz/PPPo9Vq8fb25r///S8lJSXccMMNLsv+mWeeaXdtf39/brnlFsaOHUt4eDhTp049Ie9ZdGfBCSFmAk9KknRW8+tHACRJeqaDsR8CKyVJ6vaWNGXKFKll0eKkxGaG/V/C5n+D1hOiJiKlfswE81t8ePuZTIoNOOqQf6w8xMr9pehNNnRqFV/9cSZJ4b6u/fd+uZdf0srZ+peFnQrzuoxKbvhwJ/++PIWlKVFIksTfVhzi+70l1BtteOnUXDIlhnvPGImfp5ZPthWwfF8pVruTjPIGzDYnapUg3NedaoOFr/84i3HRfl2+1S3Z1Tz1YzqHyhp47qLxXDpVjjW32p28ti4bm8PJGclhTIr1p6DGyPwX1vPI2Un8YV6CfIK83+GjJXDtDzB8/rF93gqDjvT0dJKTB77sg8FgwNvbG6PRyNy5c3n77beZNGloFInr6DMUQuyWJGlKZ8f0xFLfCSQKIeKBEuBy4MrjmegpgdYdJl8Hk66VXxdsRqT+l6mqTDZkTjxK1A0WOx9vKyA53IfFY8K5ZEpMO0EHuH5WHN/tKeHrXcXceFp8h5d9b1MeYb5unDNObogthODJ88fw+JLR7C/R89+t+XyyrYDfMiqYNTzYZTWH+Lhx2ZQY5ieFsjmrmu/3lvD8JRO6FXSAWSOCWX7nbG74cCePfn+AmEBPJsb6c+dnqaxJr0StEry5Pofb5ifgplEhBJyf0sairy+UfyqWukI/cOutt3Lo0CHMZjPXXXfdkBH0Y6VbUZckyS6EuBNYDaiB9yVJShNC/B3YJUnSciHEVOA7IAA4TwjxN0n6//bOPDqqKtvD385MEkISwAQhhEEBETTMMQztwFMEhIA+nkCDEh7QNppmMQhqt817AkttEcVGnEKjPJBhNdJZLwEHRLGhmQUZBAkyCBIC0YcjQeC8P+4NVEJVhSQk91bc31q16tS+91b9aq9Tu/bd59xzje8awa+J4guNGnaA4DDuv+YIv/8oj39rnUCbhpcC5tovTnL23AUe732Dz8HQm5Niad84ljf/dYgH0poQHFTyIqZtR77ln3mnmHRXS0KDSw6XBAUJKUmxpCSl8NvUZB5euI0lW77iwbQm/Klv6xLvdVvLa/hj39bl+pohwUG8NLgd6XPWMfj1DYhYwwlPpbeh383XMj1nD3M/OkDt8BBuaVaXBnVqXTr49FeAQEyjcn2molwJixYtclpCtXJFNXVjTC6QW8r2pEd7M6C/SH+E1oKGHbntbB7xUWH8YfGn5GR2vzjl8d3d+cRHhdEh+fKyjCcjujblkbc/Zc3eAnq2ttZvN8awalc+E5btIDEmgqFd/Ge87RvHkZPZnd1ff0fX6+petStcYyPDWDLmFnI+O86pH4po3zjuosZp6W05VPgTmw5+Q3o7j3F2Y6xMvXYDnaOuKFcBvaK0OklOI+Sfs3j+vuYMXbCHZVuPMiw1mbPnLvDh3gJ6tU4gJNj/hKRebRJJjIngb+sPktq8Ln/+x24+/qKAUz+cJSUplleHdSA2suzgGBcVRrfrK3k7OGMunYnYJMREeC0NhYUE8epvO7Bi+zH6p1wLF87DO7+DfSsBAwltKqdFURRAF/SqXpp0BXOetLA8bmpUh7fWH8IYw8aDhXx/5hyT/u+/YW43yN8JRzbAsgdhTirMagOfLQUgNDiIYbcksy6vkHtfXs+K7cfocX19nh7YlsWjU6t2CYIjG2HHEvj2kDUA/HQyrH/pig+PiwpjRNemhAcHwcpHYedSaH6bdU/SGwdUnW5F+RWhmXp1ktQFwmOQrfMZfsszTFy2g7X7T/HGJ19ybeiP1D++xsp+X+0B5gJE1oWkVPghH5aPgsProO8LDOncmNmr93Pw1I/MHdqeO29MrDrNxkDBHlj7HOxeXnJbdCJ88F/Q/HZIKMcQyo63YfMbkJYJdz51dfUqyq8czdSrk7AoK5Dt/V/uqXuUuMhQxizYwif7T/F8ynHEXIBh70Dq7+HO6TBuJwxeBBnvQZeHYOt8OLyeuKgwXh3WgSVjUn0H9MID8P6fYcPciuvN3wlzusDcNNiXC7c+BqM/hrufhWEr4KF1EFEHVjwE585e2XsaA/96GRLaQk9335VdCXyio6MvtnNzc2nRogWHDx9m6tSpREZGUlBQ4HVfEWHChAkXXz/33HNMnTq1WjRXFg3q1U3qQxBVn/A1TzG4UxJnfrnAH/vcQOrZDVCnsTVP+67pkPaw9ScAEBwCdzwJteJhw8sA3NryGtp5mesOwLrZ8FJ7WPcCrJoC6/965fq+PQRnvoMzp2HJMOu5z/MwbhfcOgWuTYEuY6yySVQ96DsLju+At/rD917uzZq/E45ttWroYLVP7ISOIyBIu59SPaxevZrMzExWrlxJcnIyYF3pOXPmTK/7h4eHs3z5ck6dOlWdMq8KWn6pbsKjocejsHIS4zvvp/cjv6FN/VD4eI01p93XTJSwSOiYAZ/MtLLwus2971d4AD6cBi16WcH43cfgvSfg24PQqi8kp0GIxzowv/wM+bvgfBFsmQe7/m5l3/HNrFkpI3Khcarv79O6Hwx8HbIzrbLRsOWXSjGb34CciYCBWnFw+5/g2DYIjYK2/14h9ymBSf6MGRR9fnWX3g2/oRWJjz9e5n5r165l1KhR5Obm0rz5pd9NRkYG8+fPZ/LkycTHl1y7KCQkhNGjRzNr1iymT59+VXVXNZoqOUHHEZDYlpCVE2kTdx4OfAjnfoZWffwf13kUBIXAxle8bzcGcidBcBjc8yLUaWgF3Jv+A7YtgAXp8ExTWDwUTuyB7/PhtVshqyfM7wN7c6HrOEjuCl9/Cj2n+g/oxdw0CP7zA5Ag+Ftv2PYWZD8COROsP5d7syCxLeSMh+0Loe19EBFT9vsqSiUpKioiPT2dFStW0KpVyfvfRkdHk5GRwYsvvuj12LFjx7Jw4UJOnz5dHVKvGpqpO0FwKPSfA6/fDv8zEL45aJVWktP8H1c70cpwty2AHpMu3hP1IhtfgQOrodfTlxYWCwmHga9ZZZKDn0De+7BruZVVR9W3yivpcyE6wcqwi4/76RuIvPKVF0lsAxkrrTJM9iMQHA4dRkDvv1jf98aBsPZZq8bfZcyVv69SI7iSjLoqCA0NJS0tjaysLK/BOzMzk5SUFCZOvHzV8JiYGIYPH87s2bOpVavWZdvdimbqTtHgZiswf70dmnSDB7Kt4FcW3SdYpZL1s+FcEXz0tPV49wmrft6yN3QadflxYVHQshf0mQkPb7bKJufPWgOzKUPgujsuBXQoX0AvJq6JNZA68n2YcgTueeHSdwoKsmrykw+Vb6aMolSCoKAgli5dyqZNm5gxY8Zl22NjYxkyZAhz5szxevy4cePIysrixx/LXh3VLWim7iS/mQydR5cvgNa7DtrcB5uzrFr4l2sAAQzcPBj6/dUaWPVHVD24b57Xi4cqTa1YSOrse7ven1WpZiIjI8nJyaF79+4kJCQwcuTIEtvHjx9Pp06dvK5pHh8fz6BBg8jKyiIjI6O6JFcKzdSdRKRiGXGPSXDujBXQ+74Aj30FYzdZZZSyAnrpz1eUXwHx8fGsWrWKadOmkZ2dXWJbvXr1GDBgAEVFRV6PnTBhQkDNgilz6d2qosYvvVvVbJln1eFvTHdaiaJ4xS1L7wYyVbX0ruJGOgbGqaCiKNWLll8URVFqEBrUFUWpMpwq79YEKuo7DeqKolQJERERFBYWamCvAMYYCgsLiYgo/6qrWlNXFKVKaNSoEUePHuXkyZNOSwlIIiIiaNSo/Pce0qCuKEqVEBoaStOm3u+lq1QdWn5RFEWpQWhQVxRFqUFoUFcURalBOHZFqYicBA772aUeEDjX5l4iEHUHomYITN2BqBkCU3cgaoaydScbY+r72uhYUC8LEdni71JYtxKIugNRMwSm7kDUDIGpOxA1Q+V1a/lFURSlBqFBXVEUpQbh5qD+mtMCKkgg6g5EzRCYugNRMwSm7kDUDJXU7dqauqIoilJ+3JypK4qiKOVEg7qiKEoNwpVBXUR6icg+EckTkSlO6/GGiCSJyBoR2SMiu0XkD7Z9qogcE5Ht9qO301pLIyKHRGSnrW+LbYsXkfdFZL/9HOe0zmJEpKWHP7eLyHciMs6NvhaReSJSICK7PGxefSsWs+1+/pmItHeR5r+IyF5b1zsiEmvbm4jIzx4+f8UJzX50++wTIvKY7et9InKXM6p96l7iofmQiGy37eX3tzHGVQ8gGDgANAPCgB1Aa6d1edHZAGhvt2sDXwCtganARKf1laH9EFCvlO1ZYIrdngI847ROP/0jH0h2o6+BHkB7YFdZvgV6Ayux7hyeCmx0keY7gRC7/YyH5iae+7nQ1177hP3b3AGEA03tGBPsFt2lts8Enqyov92YqXcG8owxXxpjzgKLgf4Oa7oMY8xxY8w2u/098DnQ0FlVlaI/8KbdfhNId06KX+4ADhhj/F2N7BjGmLXAN6XMvnzbH3jLWGwAYkWkQbUI9cCbZmPMe8aYc/bLDUD514CtYnz42hf9gcXGmCJjzEEgDyvWVDv+dIuIAIOAtyv6/m4M6g2BrzxeH8XlwVJEmgDtgI226WH7tHWem8oYHhjgPRHZKiKjbVuCMea43c4HEpyRVib3U7LDu93X4Nu3gdLXM7DOKIppKiKfisjHItLdKVF+8NYnAsXX3YETxpj9HrZy+duNQT2gEJFo4O/AOGPMd8BcoDmQAhzHOpVyG92MMe2Bu4GxItLDc6OxzvtcN9dVRMKAfsAy2xQIvi6BW33rCxF5AjgHLLRNx4HGxph2wHhgkYjEOKXPCwHXJ0oxmJJJS7n97cagfgxI8njdyLa5DhEJxQroC40xywGMMSeMMeeNMReA13HoFM8fxphj9nMB8A6WxhPFp/72c4FzCn1yN7DNGHMCAsPXNr586+q+LiIPAn2BofafEXb5otBub8WqTbdwTGQp/PQJV/saQERCgIHAkmJbRfztxqC+GbheRJramdn9QLbDmi7Drn1lAZ8bY573sHvWRAcAu0of6yQiEiUitYvbWANiu7B8/IC92wPAP5xR6JcSWYzbfe2BL99mA8PtWTCpwGmPMo2jiEgv4FGgnzHmJw97fREJttvNgOuBL51ReTl++kQ2cL+IhItIUyzdm6pbXxn0BPYaY44WGyrkbydGf69gdLg31mySA8ATTuvxobEb1mn0Z8B2+9EbWADstO3ZQAOntZbS3QxrFsAOYHexf4G6wGpgP/ABEO+01lK6o4BCoI6HzXW+xvrTOQ78glW3HenLt1izXubY/Xwn0NFFmvOwatDFffsVe9977X6zHdgG3OMyX/vsE8ATtq/3AXe7Sbdtnw/8rtS+5fa3LhOgKIpSg3Bj+UVRFEWpIBrUFUVRahAa1BVFUWoQGtQVRVFqEBrUFUVRahAa1BVFUWoQGtQVRVFqEP8PSCDm8GkzGD8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for _list in list([list_moran,list_z,list_p]):\n",
    "    _df=pd.DataFrame(_list).T.rolling(5).mean()\n",
    "    df = pd.DataFrame(_df)\n",
    "    df.columns = ['Queen','Rook','gaussian','KNN']\n",
    "    df.index = c_list\n",
    "    df.plot(grid=True)\n",
    "    plt.axvline(8, color='r', linestyle='--',lw=0.4)\n",
    "    plt.axvline(31, color='r', linestyle='--',lw=0.4)\n",
    "    plt.axvline(44, color='r', linestyle='--',lw=0.8,label='武汉封城')\n",
    "    plt.axvline(50, color='r', linestyle='--',lw=0.8,label='全省限制聚集')\n",
    "    plt.axvline(59, color='r', linestyle='--',lw=0.8,label='村组封闭')\n",
    "    plt.axvline(65, color='r', linestyle='--',lw=0.4)\n",
    "fig.tight_layout()\n",
    "plt.show()   \n",
    "for _list in list([lag_list_moran,lag_list_z,lag_list_p]):\n",
    "    _df=pd.DataFrame(_list).T.rolling(5).mean()\n",
    "    df = pd.DataFrame(_df)\n",
    "    df.columns = ['Queen','Rook','gaussian','KNN']\n",
    "    df.plot()\n",
    "delta=pd.DataFrame(np.array(lag_list_moran)-np.array(list_moran)).T.rolling(5).mean()\n",
    "delta.columns = ['Queen','Rook','gaussian','KNN']\n",
    "delta.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "13fb4e4f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8348987190013991"
      ]
     },
     "execution_count": 25,
     "metadata": {},
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    "pd.DataFrame(lag_list_moran).T.rolling(5).mean().max().max()"
   ]
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   "execution_count": null,
   "id": "8efd95c6",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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